diff --git a/cad_log.txt b/cad_log.txt
index 3acbc926c66a32837c5f5e7ade31755da0c40a08..b29d0ffbe463c6027ca91e04f818fcb72dc103da 100644
--- a/cad_log.txt
+++ b/cad_log.txt
@@ -1,77 +1,20 @@
-INFO:__main__:Starting...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Starting Service (tentative endpoint: 0.0.0.0:10001, max_workers: 10)...
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Creating Centralized Attack Detector Service
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Features: [3.0, 5.0, 7.0, 8.0, 9.0, 17.0, 19.0, 21.0, 22.0, 23.0]
-DEBUG:monitoring.client.MonitoringClient:Creating channel to 10.152.183.5:7070...
-DEBUG:monitoring.client.MonitoringClient:Channel created
-DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:Creating channel to l3-attackmitigatorservice:10002...
-DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:Channel created
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Listening on 0.0.0.0:10001...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorService:Service started
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds request: {"message": ""}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds reply: {"auto_features": [3.0, 5.0, 7.0, 8.0, 9.0, 17.0, 19.0, 21.0, 22.0, 23.0]}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig request: {"max_connection_time": 0.8, "time_to_stabilize": 1.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Received scalability config request
-E0421 10:39:05.237784321 92 fork_posix.cc:76] Other threads are currently calling into gRPC, skipping fork() handlers
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig reply: {"message": "CSV generated"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Starting async prediction accuracy analysis 2
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Correct csv load: True
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.05719923973083496 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 1
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Creating KPIs for service context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Confidence of the cryptomining detector in the security status in the last time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_SECURITY_STATUS_CRYPTO", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}}
-DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "13"}}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_security_status
-DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Security status of the service in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (\u201c0\u201d if no attack has been detected on the service and \u201c1\u201d if a cryptomining attack has been detected)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_ML_CONFIDENCE", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}}
-DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "14"}}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_ml_model_confidence
-DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Number of attack connections detected in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (attacks of the same connection [origin IP, origin port, destination IP and destination port] are only considered once)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_UNIQUE_ATTACK_CONNS", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}}
-DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "15"}}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_unique_attack_conns
-DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - Number of unique compromised clients of the service in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (attacks from the same origin IP are only considered once)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_UNIQUE_COMPROMISED_CLIENTS", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}}
-DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "16"}}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_unique_compromised_clients
-DEBUG:monitoring.client.MonitoringClient:SetKpi: {"kpi_description": "L3 - number of unique attackers of the service in a time interval of the service 635973d9-976c-4c6f-bb6d-cadca6dd2147 (attacks from the same destination IP are only considered once)", "kpi_id_list": [], "kpi_sample_type": "KPISAMPLETYPE_L3_UNIQUE_ATTACKERS", "service_id": {"service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}}
-DEBUG:monitoring.client.MonitoringClient:SetKpi result: {"kpi_id": {"uuid": "17"}}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPI l3_unique_attackers
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Created KPIs for service context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.559064}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.559064}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.559064}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:self.time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval: 60
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:0:01:00
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.674563
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0007340908050537109 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03238964080810547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -91,117 +34,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 0.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.0046796798706
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006234645843505859 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 2
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.681895
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998262}, "timestamp": {"timestamp": 1683550829.630806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.630806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08045387268066406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073545.6827891
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073545.6827891
-}
-kpi_value {
- floatVal: 1
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073545.6827891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073545.6827891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073545.6827891
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.682789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998268}, "timestamp": {"timestamp": 1683550829.755743}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.682789}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.755743}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.062409162521362305 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04344892501831055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -221,117 +118,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.07375955581665
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00042819976806640625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 3
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.749488
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998274}, "timestamp": {"timestamp": 1683550829.83878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.83878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034172773361206055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073545.749773
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073545.749773
-}
-kpi_value {
- floatVal: 1
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073545.749773
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073545.749773
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073545.749773
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.749773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999828}, "timestamp": {"timestamp": 1683550829.91347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.749773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.91347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03148508071899414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039582014083862305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -351,117 +202,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.1104040145874
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005080699920654297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 4
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.785591
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982864}, "timestamp": {"timestamp": 1683550829.993473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550829.993473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04801678657531738 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48429:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '48429', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073545.7858281
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073545.7858281
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 1
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073545.7858281
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073545.7858281
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073545.7858281
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.785828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998292}, "timestamp": {"timestamp": 1683550830.096695}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.785828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.096695}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03724169731140137 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035994768142700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -481,117 +286,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.15265393257141
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004820823669433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006535786622885525
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001135920172726218
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005366994591895491
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003962278366088867 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 5
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.829454
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 746
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982977}, "timestamp": {"timestamp": 1683550830.20858}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.20858}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03310441970825195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073545.82967
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073545.82967
-}
-kpi_value {
- floatVal: 1
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073545.82967
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073545.82967
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073545.82967
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1682073545.82967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983037}, "timestamp": {"timestamp": 1683550830.288404}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.82967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.288404}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054526567459106445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03346371650695801 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -611,117 +400,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.2134485244751
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00044655799865722656 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 6
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.888435
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983096}, "timestamp": {"timestamp": 1683550830.370497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.370497}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08498620986938477 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073545.8888209
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073545.8888209
-}
-kpi_value {
- floatVal: 0.999572933
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073545.8888209
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073545.8888209
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073545.8888209
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957293}, "timestamp": {"timestamp": 1682073545.888821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99983156}, "timestamp": {"timestamp": 1683550830.511744}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.888821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.511744}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03772783279418945 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03125309944152832 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -741,117 +484,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.25556015968323
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004100799560546875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 7
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:05.930577
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073545.930809
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073545.930809
-}
-kpi_value {
- floatVal: 0.999288201
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073545.930809
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073545.930809
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073545.930809
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9992882}, "timestamp": {"timestamp": 1682073545.930809}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998321}, "timestamp": {"timestamp": 1683550830.586007}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073545.930809}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.586007}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04091477394104004 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03260326385498047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -871,117 +526,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.30091595649719
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001332998275756836 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 8
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.245691
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.246686
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.246686
-}
-kpi_value {
- floatVal: 0.99908483
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073546.246686
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073546.246686
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073546.246686
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99908483}, "timestamp": {"timestamp": 1682073546.246686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998327}, "timestamp": {"timestamp": 1683550830.658435}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.246686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.658435}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03935599327087402 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02347707748413086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1001,117 +568,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.61547470092773
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008025169372558594 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 9
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.292862
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998251}, "timestamp": {"timestamp": 1683550830.72763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.72763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035486698150634766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.293942
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.293942
-}
-kpi_value {
- floatVal: 0.999199212
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.293942
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.293942
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.293942
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9991992}, "timestamp": {"timestamp": 1682073546.293942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998257}, "timestamp": {"timestamp": 1683550830.809442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.293942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.809442}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04586052894592285 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05087113380432129 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1131,117 +652,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.66817998886108
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00042057037353515625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 10
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.343196
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998263}, "timestamp": {"timestamp": 1683550830.903964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.903964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028483867645263672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.343446
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.343446
-}
-kpi_value {
- floatVal: 0.999288201
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.343446
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.343446
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.343446
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9992882}, "timestamp": {"timestamp": 1682073546.343446}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982685}, "timestamp": {"timestamp": 1683550830.974527}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.343446}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550830.974527}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03568291664123535 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029650449752807617 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1261,117 +736,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.7083158493042
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004875659942626953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006541404713392806
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011352633040454048
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005369389546103776
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002891063690185547 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 11
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.383840
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 747
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982744}, "timestamp": {"timestamp": 1683550831.067286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.067286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0223846435546875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.3840361
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.3840361
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999359369
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.3840361
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.3840361
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.3840361
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99935937}, "timestamp": {"timestamp": 1682073546.384036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982804}, "timestamp": {"timestamp": 1683550831.129561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.384036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.129561}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02691936492919922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026167869567871094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1391,117 +850,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.74018263816833
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004227161407470703 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 12
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.415048
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998215}, "timestamp": {"timestamp": 1683550831.200948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.200948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027525901794433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.41528
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.41528
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999417603
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.41528
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.41528
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.41528
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994176}, "timestamp": {"timestamp": 1682073546.41528}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998137}, "timestamp": {"timestamp": 1683550831.266636}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.41528}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.266636}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027428150177001953 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03322911262512207 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1521,117 +934,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.7727518081665
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007052421569824219 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 13
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.481513
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.4820261
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.4820261
-}
-kpi_value {
- floatVal: 0.999466121
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073546.4820261
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073546.4820261
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073546.4820261
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994661}, "timestamp": {"timestamp": 1682073546.482026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998143}, "timestamp": {"timestamp": 1683550831.346643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.482026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.346643}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036804914474487305 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025481462478637695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1651,117 +976,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.84843802452087
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007724761962890625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 14
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.524725
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.5252969
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.5252969
-}
-kpi_value {
- floatVal: 0.999507189
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073546.5252969
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073546.5252969
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073546.5252969
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995072}, "timestamp": {"timestamp": 1682073546.525297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981487}, "timestamp": {"timestamp": 1683550831.410203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.525297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.410203}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06318283081054688 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027105331420898438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1781,117 +1018,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.91736316680908
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004677772521972656 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 15
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.592105
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981546}, "timestamp": {"timestamp": 1683550831.476524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.476524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02021932601928711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.5923891
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.5923891
-}
-kpi_value {
- floatVal: 0.999360263
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.5923891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.5923891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.5923891
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99936026}, "timestamp": {"timestamp": 1682073546.592389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998161}, "timestamp": {"timestamp": 1683550831.536962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.592389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.536962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02838921546936035 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030309200286865234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -1911,117 +1102,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 101.95126247406006
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009121894836425781 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 16
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.676651
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998167}, "timestamp": {"timestamp": 1683550831.605102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.605102}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03347301483154297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.677588
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.677588
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99940294
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.677588
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.677588
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.677588
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99940294}, "timestamp": {"timestamp": 1682073546.677588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998173}, "timestamp": {"timestamp": 1683550831.687156}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.677588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.687156}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03514742851257324 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02625584602355957 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2041,117 +1186,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.04250073432922
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009233951568603516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2027.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1959.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 8.0}, {"feature": 1232.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 7.0}, {"feature": 882.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 925.0}, {"feature": 5.0}, {"feature": 1057.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 1801.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 1801.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2660.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006550226525066142
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011347603678298435
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005370359576772898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031201839447021484 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 17
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.719191
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 748
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981785}, "timestamp": {"timestamp": 1683550831.798155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.798155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025844573974609375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.7200871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.7200871
-}
-kpi_value {
- floatVal: 0.999440253
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.7200871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.7200871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.7200871
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99944025}, "timestamp": {"timestamp": 1682073546.720087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981844}, "timestamp": {"timestamp": 1683550831.865793}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.720087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.865793}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0707697868347168 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02600860595703125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2171,117 +1300,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.1208438873291
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009217262268066406 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 18
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.801212
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981904}, "timestamp": {"timestamp": 1683550831.93238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550831.93238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02362799644470215 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.8034639
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.8034639
-}
-kpi_value {
- floatVal: 0.999473155
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.8034639
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.8034639
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.8034639
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99947315}, "timestamp": {"timestamp": 1682073546.803464}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981964}, "timestamp": {"timestamp": 1683550832.004628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.803464}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.004628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07662439346313477 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02909564971923828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2301,117 +1384,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.20833945274353
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008838176727294922 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 19
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.885967
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.8869109
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.8869109
-}
-kpi_value {
- floatVal: 0.99950242
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073546.8869109
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073546.8869109
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073546.8869109
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995024}, "timestamp": {"timestamp": 1682073546.886911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982023}, "timestamp": {"timestamp": 1683550832.094596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.886911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.094596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04272580146789551 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06018209457397461 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2431,117 +1426,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.25909328460693
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007226467132568359 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 20
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.936234
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.93678
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073546.93678
-}
-kpi_value {
- floatVal: 0.999528646
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073546.93678
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073546.93678
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073546.93678
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952865}, "timestamp": {"timestamp": 1682073546.93678}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982077}, "timestamp": {"timestamp": 1683550832.204355}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.93678}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.204355}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04621720314025879 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023934602737426758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2561,117 +1468,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.31261372566223
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007355213165283203 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 21
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:06.989205
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982136}, "timestamp": {"timestamp": 1683550832.27149}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.27149}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023807287216186523 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073546.9899039
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073546.9899039
-}
-kpi_value {
- floatVal: 0.99955219
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073546.9899039
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073546.9899039
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073546.9899039
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995522}, "timestamp": {"timestamp": 1682073546.989904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998219}, "timestamp": {"timestamp": 1683550832.338343}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073546.989904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.338343}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047254085540771484 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024194955825805664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2691,117 +1552,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.36659336090088
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1854:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1854", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00080108642578125 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 22
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.043885
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998225}, "timestamp": {"timestamp": 1683550832.402834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.402834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028264284133911133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.0443871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.0443871
-}
-kpi_value {
- floatVal: 0.999573529
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.0443871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.0443871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.0443871
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995735}, "timestamp": {"timestamp": 1682073547.044387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982303}, "timestamp": {"timestamp": 1683550832.475902}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.044387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.475902}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05295968055725098 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1854:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1854', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036476850509643555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2821,117 +1636,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.42733860015869
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007297992706298828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006549622364142022
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011340038017065444
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005371329607442021
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023593902587890625 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 23
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.104193
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 749
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998236}, "timestamp": {"timestamp": 1683550832.607711}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.607711}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03712964057922363 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.107657
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.107657
-}
-kpi_value {
- floatVal: 0.9995929
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.107657
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.107657
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.107657
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995929}, "timestamp": {"timestamp": 1682073547.107657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982417}, "timestamp": {"timestamp": 1683550832.70155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.107657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.70155}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044928550720214844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030260324478149414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -2951,117 +1750,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.4799427986145
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008497238159179688 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 24
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.156764
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998247}, "timestamp": {"timestamp": 1683550832.781823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.781823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04311108589172363 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.157696
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.157696
-}
-kpi_value {
- floatVal: 0.999610603
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.157696
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.157696
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.157696
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996106}, "timestamp": {"timestamp": 1682073547.157696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998186}, "timestamp": {"timestamp": 1683550832.880973}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.157696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.880973}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037650108337402344 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024118900299072266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3081,117 +1834,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.52520966529846
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008652210235595703 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 25
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.202368
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998113}, "timestamp": {"timestamp": 1683550832.946157}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550832.946157}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028182506561279297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.203377
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.203377
-}
-kpi_value {
- floatVal: 0.999626815
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.203377
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.203377
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.203377
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996268}, "timestamp": {"timestamp": 1682073547.203377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998118}, "timestamp": {"timestamp": 1683550833.013807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.203377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.013807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053139686584472656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02409982681274414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3211,117 +1918,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.58569812774658
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001283884048461914 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 26
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.279321
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998124}, "timestamp": {"timestamp": 1683550833.089018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.089018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034717559814453125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073547.28033
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.28033
-}
-kpi_value {
- floatVal: 0.999641776
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.28033
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.28033
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.28033
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996418}, "timestamp": {"timestamp": 1682073547.28033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999813}, "timestamp": {"timestamp": 1683550833.173261}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.28033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.173261}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06280875205993652 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04616236686706543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3341,117 +2002,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.67292833328247
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0012831687927246094 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 27
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.350187
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981356}, "timestamp": {"timestamp": 1683550833.258214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.258214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053841352462768555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.351022
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.351022
-}
-kpi_value {
- floatVal: 0.999655545
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.351022
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.351022
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.351022
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99965554}, "timestamp": {"timestamp": 1682073547.351022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981415}, "timestamp": {"timestamp": 1683550833.351515}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.351022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.351515}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03785443305969238 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022521257400512695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3471,117 +2086,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.71730756759644
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.000392913818359375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1420.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1420.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006567838254074255
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011343435654365174
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005372329906094819
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005594968795776367 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 28
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.392013
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 750
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.392216
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.392216
-}
-kpi_value {
- floatVal: 0.9996683
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073547.392216
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073547.392216
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073547.392216
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996683}, "timestamp": {"timestamp": 1682073547.392216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998074}, "timestamp": {"timestamp": 1683550833.735916}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.392216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.735916}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03467965126037598 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02530837059020996 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3601,117 +2158,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.7560670375824
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.000408172607421875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 29
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.433653
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999808}, "timestamp": {"timestamp": 1683550833.816852}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.816852}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024741411209106445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.433851
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.433851
-}
-kpi_value {
- floatVal: 0.999680161
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.433851
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.433851
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.433851
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99968016}, "timestamp": {"timestamp": 1682073547.433851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980855}, "timestamp": {"timestamp": 1683550833.888032}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.433851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.888032}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06872105598449707 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023439645767211914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3731,117 +2242,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.83178544044495
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004565715789794922 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 30
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.506697
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980915}, "timestamp": {"timestamp": 1683550833.951977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550833.951977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024495840072631836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.506927
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.506927
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999617517
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.506927
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.506927
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.506927
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996175}, "timestamp": {"timestamp": 1682073547.506927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980974}, "timestamp": {"timestamp": 1683550834.017379}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.506927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.017379}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02979445457458496 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04230666160583496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3861,117 +2326,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.86587142944336
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007021427154541016 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 31
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.546302
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.5464871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.5464871
-}
-kpi_value {
- floatVal: 0.999559104
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073547.5464871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073547.5464871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073547.5464871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995591}, "timestamp": {"timestamp": 1682073547.546487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998103}, "timestamp": {"timestamp": 1683550834.101773}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.546487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.101773}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03605771064758301 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02912163734436035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -3991,117 +2368,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.91171479225159
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00035452842712402344 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 32
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.586327
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998109}, "timestamp": {"timestamp": 1683550834.188404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.188404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023305177688598633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.5865531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.5865531
-}
-kpi_value {
- floatVal: 0.99957335
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.5865531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.5865531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.5865531
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957335}, "timestamp": {"timestamp": 1682073547.586553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998114}, "timestamp": {"timestamp": 1683550834.254454}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.586553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.254454}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03951144218444824 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04330897331237793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4121,117 +2452,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 102.95520663261414
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004210472106933594 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 33
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.633078
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999812}, "timestamp": {"timestamp": 1683550834.3435}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.3435}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03982853889465332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.6332829
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073547.6332829
-}
-kpi_value {
- floatVal: 0.999586642
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.6332829
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.6332829
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.6332829
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958664}, "timestamp": {"timestamp": 1682073547.633283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981254}, "timestamp": {"timestamp": 1683550834.42866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.633283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.42866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08220291137695312 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02494955062866211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4251,117 +2536,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.04473519325256
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005619525909423828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 17.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55000:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55000", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 925.0}, {"feature": 6.0}, {"feature": 1189.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006574218042973632
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011337227282847686
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005373330204747617
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00360870361328125 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 34
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.720001
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 751
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.720192
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.720192
-}
-kpi_value {
- floatVal: 0.999599159
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073547.720192
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073547.720192
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073547.720192
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99959916}, "timestamp": {"timestamp": 1682073547.720192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998131}, "timestamp": {"timestamp": 1683550834.536009}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.720192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.536009}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045018672943115234 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03328084945678711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4381,117 +2608,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.09440326690674
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00039196014404296875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 35
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.771188
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998136}, "timestamp": {"timestamp": 1683550834.617657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.617657}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025548934936523438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.77137
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073547.77137
-}
-kpi_value {
- floatVal: 0.99961096
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.77137
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.77137
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.77137
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961096}, "timestamp": {"timestamp": 1682073547.77137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998142}, "timestamp": {"timestamp": 1683550834.690328}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.77137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.690328}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04595041275024414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032846927642822266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4511,117 +2692,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.14657735824585
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00037980079650878906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 36
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.824540
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981475}, "timestamp": {"timestamp": 1683550834.762363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.762363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02830362319946289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55000:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55000', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.824733
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.824733
-}
-kpi_value {
- floatVal: 0.99954927
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.824733
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.824733
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.824733
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954927}, "timestamp": {"timestamp": 1682073547.824733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998153}, "timestamp": {"timestamp": 1683550834.830689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.824733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.830689}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06346774101257324 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031132221221923828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4641,117 +2776,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.21739792823792
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004856586456298828 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 37
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.898615
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.8988221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.8988221
-}
-kpi_value {
- floatVal: 0.999561787
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073547.8988221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073547.8988221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073547.8988221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995618}, "timestamp": {"timestamp": 1682073547.898822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998096}, "timestamp": {"timestamp": 1683550834.903014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.898822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550834.903014}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02777576446533203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027556896209716797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4771,117 +2818,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.25573563575745
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003600120544433594 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 38
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:07.930490
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981016}, "timestamp": {"timestamp": 1683550835.004974}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.004974}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02799844741821289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073547.930691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073547.930691
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999573588
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073547.930691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073547.930691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073547.930691
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995736}, "timestamp": {"timestamp": 1682073547.930691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998107}, "timestamp": {"timestamp": 1683550835.095116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073547.930691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.095116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.10343289375305176 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0339052677154541 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -4901,117 +2902,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.3633382320404
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00041747093200683594 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 39
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.271710
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981123}, "timestamp": {"timestamp": 1683550835.173363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.173363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.1139376163482666 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073548.271935
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.271935
-}
-kpi_value {
- floatVal: 0.999528646
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.271935
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.271935
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.271935
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952865}, "timestamp": {"timestamp": 1682073548.271935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998049}, "timestamp": {"timestamp": 1683550835.356836}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.271935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.356836}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024494409561157227 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05224800109863281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5031,117 +2986,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.62559819221497
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00035643577575683594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006571561369786108
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011329920643221181
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005372329906094819
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024793148040771484 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 40
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.303179
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 752
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.3033891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.3033891
-}
-kpi_value {
- floatVal: 0.999540746
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073548.3033891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073548.3033891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073548.3033891
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954075}, "timestamp": {"timestamp": 1682073548.303389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980545}, "timestamp": {"timestamp": 1683550835.516731}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.303389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.516731}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02233719825744629 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04201936721801758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5161,117 +3058,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.65501809120178
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00041031837463378906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 41
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.330042
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999806}, "timestamp": {"timestamp": 1683550835.607148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.607148}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030443191528320312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073548.3303721
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.3303721
-}
-kpi_value {
- floatVal: 0.99955219
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.3303721
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.3303721
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.3303721
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995522}, "timestamp": {"timestamp": 1682073548.330372}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998066}, "timestamp": {"timestamp": 1683550835.704253}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.330372}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.704253}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0238797664642334 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03508806228637695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5291,117 +3142,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.68326473236084
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003445148468017578 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 42
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.372864
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998071}, "timestamp": {"timestamp": 1683550835.789965}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.789965}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02677154541015625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.3732829
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.3732829
-}
-kpi_value {
- floatVal: 0.999563098
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.3732829
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.3732829
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.3732829
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995631}, "timestamp": {"timestamp": 1682073548.373283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980766}, "timestamp": {"timestamp": 1683550835.871666}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.373283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.871666}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039108991622924805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02592182159423828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5421,117 +3226,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.74136233329773
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009891986846923828 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 43
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.417949
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998082}, "timestamp": {"timestamp": 1683550835.943779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550835.943779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02332925796508789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.418189
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.418189
-}
-kpi_value {
- floatVal: 0.999573529
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.418189
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.418189
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.418189
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995735}, "timestamp": {"timestamp": 1682073548.418189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998087}, "timestamp": {"timestamp": 1683550836.013373}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.418189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.013373}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053772687911987305 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02480006217956543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5551,117 +3310,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.80123543739319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005631446838378906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 44
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.477164
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.4775479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.4775479
-}
-kpi_value {
- floatVal: 0.999583423
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073548.4775479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073548.4775479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073548.4775479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995834}, "timestamp": {"timestamp": 1682073548.477548}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980927}, "timestamp": {"timestamp": 1683550836.098059}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.477548}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.098059}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030374526977539062 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028593063354492188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5681,117 +3352,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.8376932144165
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006783008575439453 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 45
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.513469
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998098}, "timestamp": {"timestamp": 1683550836.205112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.205112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03674173355102539 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.5141361
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.5141361
-}
-kpi_value {
- floatVal: 0.9995929
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.5141361
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.5141361
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.5141361
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995929}, "timestamp": {"timestamp": 1682073548.514136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981034}, "timestamp": {"timestamp": 1683550836.28269}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.514136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.28269}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06506204605102539 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02538323402404785 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5811,117 +3436,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.9080183506012
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00038242340087890625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006570968486134898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011322406629300393
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005373330204747617
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0038709640502929688 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 46
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.582782
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 753
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998109}, "timestamp": {"timestamp": 1683550836.382483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.382483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029383420944213867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.5831339
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.5831339
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99960196
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.5831339
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.5831339
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.5831339
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960196}, "timestamp": {"timestamp": 1682073548.583134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998114}, "timestamp": {"timestamp": 1683550836.477949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.583134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.477949}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027065038681030273 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03436589241027832 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -5941,117 +3550,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 103.93975734710693
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006437301635742188 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 47
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.615697
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998119}, "timestamp": {"timestamp": 1683550836.556374}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.556374}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04509925842285156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073548.616353
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.616353
-}
-kpi_value {
- floatVal: 0.999610603
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.616353
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.616353
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.616353
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996106}, "timestamp": {"timestamp": 1682073548.616353}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998124}, "timestamp": {"timestamp": 1683550836.645347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.616353}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.645347}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06240200996398926 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022738933563232422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6071,117 +3634,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.00854516029358
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009441375732421875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 48
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.685503
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981296}, "timestamp": {"timestamp": 1683550836.706399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.706399}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03641104698181152 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.6865289
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.6865289
-}
-kpi_value {
- floatVal: 0.999618888
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.6865289
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.6865289
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.6865289
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996189}, "timestamp": {"timestamp": 1682073548.686529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981344}, "timestamp": {"timestamp": 1683550836.781038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.686529}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.781038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03384256362915039 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021312236785888672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6201,117 +3718,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.04965162277222
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47311:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47311", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0011494159698486328 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 49
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.726805
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.7278819
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.7278819
-}
-kpi_value {
- floatVal: 0.999626815
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073548.7278819
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073548.7278819
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073548.7278819
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996268}, "timestamp": {"timestamp": 1682073548.727882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999814}, "timestamp": {"timestamp": 1683550836.840778}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.727882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.840778}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05777692794799805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47311:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47311', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023144960403442383 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6331,117 +3760,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.11553716659546
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1439:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1439", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008885860443115234 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 50
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.792995
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.794131
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.794131
-}
-kpi_value {
- floatVal: 0.999634445
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073548.794131
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073548.794131
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073548.794131
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963444}, "timestamp": {"timestamp": 1682073548.794131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998145}, "timestamp": {"timestamp": 1683550836.902543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.794131}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.902543}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03307461738586426 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1439:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1439', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022240161895751953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6461,117 +3802,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.15635848045349
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007641315460205078 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 51
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.833305
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999808}, "timestamp": {"timestamp": 1683550836.963168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550836.963168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026669025421142578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.8340471
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.8340471
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999641776
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.8340471
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.8340471
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.8340471
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996418}, "timestamp": {"timestamp": 1682073548.834047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980855}, "timestamp": {"timestamp": 1683550837.028432}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.834047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.028432}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0560450553894043 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02201557159423828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6591,117 +3886,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.21976137161255
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008673667907714844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006567657360404393
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011315260714277239
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005372329906094819
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018656253814697266 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 52
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.896738
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 754
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998026}, "timestamp": {"timestamp": 1683550837.119447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.119447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03101825714111328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.897553
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.897553
-}
-kpi_value {
- floatVal: 0.999648809
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.897553
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.897553
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.897553
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996488}, "timestamp": {"timestamp": 1682073548.897553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979734}, "timestamp": {"timestamp": 1683550837.192616}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.897553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.192616}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040788888931274414 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023195505142211914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6721,117 +4000,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.26710915565491
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005183219909667969 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 53
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.943598
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997979}, "timestamp": {"timestamp": 1683550837.255619}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.255619}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02185821533203125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.943857
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073548.943857
-}
-kpi_value {
- floatVal: 0.999655545
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.943857
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.943857
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.943857
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99965554}, "timestamp": {"timestamp": 1682073548.943857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997984}, "timestamp": {"timestamp": 1683550837.316451}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.943857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.316451}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03673982620239258 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028336524963378906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6851,117 +4084,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.30973792076111
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00039267539978027344 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 54
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:08.984679
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979895}, "timestamp": {"timestamp": 1683550837.398615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.398615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02620720863342285 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073548.9849441
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073548.9849441
-}
-kpi_value {
- floatVal: 0.999621749
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073548.9849441
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073548.9849441
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073548.9849441
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962175}, "timestamp": {"timestamp": 1682073548.984944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997995}, "timestamp": {"timestamp": 1683550837.486438}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073548.984944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.486438}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039724111557006836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02528977394104004 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -6981,117 +4168,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.35377621650696
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003688335418701172 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 55
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.028388
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.0286491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.0286491
-}
-kpi_value {
- floatVal: 0.999628782
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073549.0286491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073549.0286491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073549.0286491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996288}, "timestamp": {"timestamp": 1682073549.028649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998}, "timestamp": {"timestamp": 1683550837.555534}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.028649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.555534}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07369112968444824 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.019647836685180664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7111,117 +4210,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.43153929710388
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00039768218994140625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 56
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.108116
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.108336
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.108336
-}
-kpi_value {
- floatVal: 0.999635518
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073549.108336
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073549.108336
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073549.108336
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996355}, "timestamp": {"timestamp": 1682073549.108336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980056}, "timestamp": {"timestamp": 1683550837.614659}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.108336}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.614659}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03917527198791504 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028392791748046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7241,117 +4252,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.47666907310486
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003800392150878906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 57
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.151230
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998011}, "timestamp": {"timestamp": 1683550837.694995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.694995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02782416343688965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.1515009
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.1515009
-}
-kpi_value {
- floatVal: 0.999642
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.1515009
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.1515009
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.1515009
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999642}, "timestamp": {"timestamp": 1682073549.151501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980164}, "timestamp": {"timestamp": 1683550837.763623}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.151501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.763623}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022464513778686523 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02199721336364746 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7371,117 +4336,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.50316333770752
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007410049438476562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1361.0}, {"feature": 9.0}, {"feature": 2660.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006567975311132999
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011307768051603887
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005373330204747617
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030279159545898438 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 58
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.178312
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 755
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998022}, "timestamp": {"timestamp": 1683550837.862284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.862284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027916669845581055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.17856
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.17856
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999610841
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.17856
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.17856
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.17856
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961084}, "timestamp": {"timestamp": 1682073549.17856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980265}, "timestamp": {"timestamp": 1683550837.984268}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.17856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550837.984268}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02449321746826172 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02247142791748047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7501,117 +4450,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.5330913066864
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007669925689697266 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 59
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.208966
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998032}, "timestamp": {"timestamp": 1683550838.066465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.066465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029456615447998047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.209677
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.209677
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999573588
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.209677
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.209677
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.209677
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995736}, "timestamp": {"timestamp": 1682073549.209677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998037}, "timestamp": {"timestamp": 1683550838.136933}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.209677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.136933}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06258773803710938 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025769710540771484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7631,117 +4534,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.60179018974304
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 10185.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008032321929931641 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 60
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.542621
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998042}, "timestamp": {"timestamp": 1683550838.20255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.20255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061217308044433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073549.54335
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.54335
-}
-kpi_value {
- floatVal: 0.999544621
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.54335
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.54335
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.54335
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995446}, "timestamp": {"timestamp": 1682073549.54335}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980474}, "timestamp": {"timestamp": 1683550838.33431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.54335}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.33431}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0863800048828125 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031449079513549805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7761,117 +4618,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 104.95847010612488
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00048804283142089844 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 61
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.634778
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.6352069
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.6352069
-}
-kpi_value {
- floatVal: 0.99955219
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073549.6352069
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073549.6352069
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073549.6352069
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995522}, "timestamp": {"timestamp": 1682073549.635207}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998052}, "timestamp": {"timestamp": 1683550838.415302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.635207}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.415302}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06885051727294922 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0254366397857666 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -7891,117 +4660,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.03303265571594
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00045609474182128906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 62
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.709178
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.7094359
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.7094359
-}
-kpi_value {
- floatVal: 0.999559522
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073549.7094359
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073549.7094359
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073549.7094359
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995595}, "timestamp": {"timestamp": 1682073549.709436}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980575}, "timestamp": {"timestamp": 1683550838.487555}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.709436}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.487555}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042671918869018555 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02413463592529297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8021,117 +4702,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.0812451839447
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003979206085205078 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 63
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.756381
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998062}, "timestamp": {"timestamp": 1683550838.55057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.55057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03266406059265137 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.7566049
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.7566049
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999525547
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.7566049
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.7566049
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.7566049
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952555}, "timestamp": {"timestamp": 1682073549.756605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980015}, "timestamp": {"timestamp": 1683550838.625823}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.756605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.625823}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0343320369720459 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022919178009033203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8151,117 +4786,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.12037968635559
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 8787.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0006389617919921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13800:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13800", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006568593730061024
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011300299670221532
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005380049988161772
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002820253372192383 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 64
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.796543
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 756
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997945}, "timestamp": {"timestamp": 1683550838.71824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.71824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027392864227294922 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.7968819
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.7968819
-}
-kpi_value {
- floatVal: 0.999499142
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.7968819
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.7968819
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.7968819
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99949914}, "timestamp": {"timestamp": 1682073549.796882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999795}, "timestamp": {"timestamp": 1683550838.8083}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.796882}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.8083}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06329512596130371 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05103659629821777 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8281,117 +4900,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.18936276435852
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 5991.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004868507385253906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 65
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.865105
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979556}, "timestamp": {"timestamp": 1683550838.939433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550838.939433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033681631088256836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.865567
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.865567
-}
-kpi_value {
- floatVal: 0.999507
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.865567
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.865567
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.865567
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999507}, "timestamp": {"timestamp": 1682073549.865567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997961}, "timestamp": {"timestamp": 1683550839.016488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.865567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.016488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05353856086730957 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038797855377197266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8411,117 +4984,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.24921774864197
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 7389.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014903545379638672 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 66
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.927551
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997966}, "timestamp": {"timestamp": 1683550839.122822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.122822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04048514366149902 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.9285331
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.9285331
-}
-kpi_value {
- floatVal: 0.99951458
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.9285331
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.9285331
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.9285331
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995146}, "timestamp": {"timestamp": 1682073549.928533}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997971}, "timestamp": {"timestamp": 1683550839.22469}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.928533}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.22469}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04619765281677246 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028496742248535156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8541,117 +5068,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.30403566360474
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0008482933044433594 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 67
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:09.980594
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979764}, "timestamp": {"timestamp": 1683550839.295717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.295717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04015326499938965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073549.9814961
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073549.9814961
-}
-kpi_value {
- floatVal: 0.999521911
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073549.9814961
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073549.9814961
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073549.9814961
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995219}, "timestamp": {"timestamp": 1682073549.981496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997981}, "timestamp": {"timestamp": 1683550839.383662}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073549.981496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.383662}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031026124954223633 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048288822174072266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8671,117 +5152,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.34139585494995
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005903244018554688 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 68
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.017040
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979866}, "timestamp": {"timestamp": 1683550839.4734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.4734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03463554382324219 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.0176
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.0176
-}
-kpi_value {
- floatVal: 0.999493241
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.0176
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.0176
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.0176
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99949324}, "timestamp": {"timestamp": 1682073550.0176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979913}, "timestamp": {"timestamp": 1683550839.587962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.0176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.587962}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026513338088989258 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04922604560852051 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13800:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '13800', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8801,117 +5236,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.37334203720093
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005779266357421875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 549.0}, {"feature": 8.0}, {"feature": 1232.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2294.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2294.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006572943342427626
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011293466587131826
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005386769771575928
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004009723663330078 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 69
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.048573
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 757
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.0490489
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.0490489
-}
-kpi_value {
- floatVal: 0.999500692
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073550.0490489
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073550.0490489
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073550.0490489
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995007}, "timestamp": {"timestamp": 1682073550.049049}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99979967}, "timestamp": {"timestamp": 1683550839.711568}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.049049}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.711568}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05797839164733887 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04395914077758789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -8931,117 +5308,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.43680453300476
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0009441375732421875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 70
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.113626
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980015}, "timestamp": {"timestamp": 1683550839.810915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.810915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03357219696044922 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.1145511
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.1145511
-}
-kpi_value {
- floatVal: 0.999507904
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.1145511
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.1145511
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.1145511
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995079}, "timestamp": {"timestamp": 1682073550.114551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998007}, "timestamp": {"timestamp": 1683550839.898602}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.114551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.898602}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036062002182006836 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03844261169433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9061,117 +5392,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.48022389411926
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0010247230529785156 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 71
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.157497
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980116}, "timestamp": {"timestamp": 1683550839.989121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550839.989121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045598506927490234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.171592
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.171592
-}
-kpi_value {
- floatVal: 0.999514937
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.171592
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.171592
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.171592
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99951494}, "timestamp": {"timestamp": 1682073550.171592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980164}, "timestamp": {"timestamp": 1683550840.083576}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.171592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.083576}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04987907409667969 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03376173973083496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9191,117 +5476,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.53936171531677
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0010821819305419922 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 72
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.216365
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998021}, "timestamp": {"timestamp": 1683550840.166234}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.166234}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046518802642822266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.217406
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.217406
-}
-kpi_value {
- floatVal: 0.999521792
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.217406
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.217406
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.217406
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995218}, "timestamp": {"timestamp": 1682073550.217406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980265}, "timestamp": {"timestamp": 1683550840.265846}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.217406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.265846}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05605292320251465 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039650917053222656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9321,117 +5560,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.60440444946289
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015058517456054688 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 73
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.284718
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.2856531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.2856531
-}
-kpi_value {
- floatVal: 0.999528408
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073550.2856531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073550.2856531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073550.2856531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995284}, "timestamp": {"timestamp": 1682073550.285653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998031}, "timestamp": {"timestamp": 1683550840.354536}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.285653}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.354536}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05547499656677246 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07179808616638184 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9451,117 +5602,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.6701488494873
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007672309875488281 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 74
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.347351
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998036}, "timestamp": {"timestamp": 1683550840.485552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.485552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04605746269226074 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.348002
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.348002
-}
-kpi_value {
- floatVal: 0.999502
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.348002
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.348002
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.348002
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999502}, "timestamp": {"timestamp": 1682073550.348002}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998041}, "timestamp": {"timestamp": 1683550840.580105}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.348002}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.580105}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04725027084350586 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04069256782531738 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9581,117 +5686,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.72403264045715
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00046896934509277344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2751.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43651:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43651", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1267.0}, {"feature": 9.0}, {"feature": 2317.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006573604868133958
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011286029288689878
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005392015154939145
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026204586029052734 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 75
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.399306
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 758
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.3995321
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.3995321
-}
-kpi_value {
- floatVal: 0.99947983
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073550.3995321
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073550.3995321
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073550.3995321
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99947983}, "timestamp": {"timestamp": 1682073550.399532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980456}, "timestamp": {"timestamp": 1683550840.789426}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.399532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.789426}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024295568466186523 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02486705780029297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9711,117 +5758,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.75297379493713
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004329681396484375 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 76
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.427766
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980503}, "timestamp": {"timestamp": 1683550840.862891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.862891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05101895332336426 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.4279661
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.4279661
-}
-kpi_value {
- floatVal: 0.99945277
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.4279661
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.4279661
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.4279661
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99945277}, "timestamp": {"timestamp": 1682073550.427966}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998055}, "timestamp": {"timestamp": 1683550840.956163}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.427966}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550840.956163}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.020854711532592773 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041673898696899414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9841,117 +5842,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.77802276611328
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003516674041748047 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 77
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.453277
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999806}, "timestamp": {"timestamp": 1683550841.056212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.056212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03478193283081055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.4715061
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.4715061
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99946
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.4715061
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.4715061
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.4715061
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99946}, "timestamp": {"timestamp": 1682073550.471506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980646}, "timestamp": {"timestamp": 1683550841.131112}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.471506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.131112}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04744839668273926 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031842708587646484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -9971,117 +5926,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.83016347885132
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00044274330139160156 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 78
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.504971
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980694}, "timestamp": {"timestamp": 1683550841.204045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.204045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03355669975280762 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.505183
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.505183
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999467
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.505183
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.505183
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.505183
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999467}, "timestamp": {"timestamp": 1682073550.505183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980736}, "timestamp": {"timestamp": 1683550841.307374}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.505183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.307374}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027480602264404297 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042464494705200195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43651:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '43651', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10101,117 +6010,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.86193108558655
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005371570587158203 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 79
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.575489
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.575959
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.575959
-}
-kpi_value {
- floatVal: 0.99947387
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073550.575959
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073550.575959
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073550.575959
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99947387}, "timestamp": {"timestamp": 1682073550.575959}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99980783}, "timestamp": {"timestamp": 1683550841.397089}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.575959}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.397089}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04580569267272949 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03322935104370117 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10231,117 +6052,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 105.95093870162964
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004937648773193359 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 80
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.625851
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998083}, "timestamp": {"timestamp": 1683550841.473692}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.473692}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025860071182250977 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.626085
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073550.626085
-}
-kpi_value {
- floatVal: 0.999450088
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.626085
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.626085
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.626085
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994501}, "timestamp": {"timestamp": 1682073550.626085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998088}, "timestamp": {"timestamp": 1683550841.54064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.626085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.54064}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0456843376159668 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030652761459350586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10361,117 +6136,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.0009696483612
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005488395690917969 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2462.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 1158.0}, {"feature": 5.0}, {"feature": 1490.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 1158.0}, {"feature": 5.0}, {"feature": 1490.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 795.0}, {"feature": 4.0}, {"feature": 1127.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 775.0}, {"feature": 3.0}, {"feature": 842.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006573205269727125
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011278597402057454
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005397260538302362
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002473592758178711 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 81
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.676270
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 759
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.6765051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073550.6765051
-}
-kpi_value {
- floatVal: 0.999425113
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073550.6765051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073550.6765051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073550.6765051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994251}, "timestamp": {"timestamp": 1682073550.676505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998092}, "timestamp": {"timestamp": 1683550841.656495}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.676505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.656495}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028163671493530273 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024909019470214844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10491,117 +6208,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.03410816192627
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005137920379638672 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 82
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:10.709426
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998097}, "timestamp": {"timestamp": 1683550841.725043}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.725043}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04710865020751953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073550.7096341
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073550.7096341
-}
-kpi_value {
- floatVal: 0.999432206
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073550.7096341
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073550.7096341
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073550.7096341
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994322}, "timestamp": {"timestamp": 1682073550.709634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998101}, "timestamp": {"timestamp": 1683550841.813305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073550.709634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.813305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06771063804626465 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:10', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022214174270629883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10621,117 +6292,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.10656237602234
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0007152557373046875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 83
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.023360
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998106}, "timestamp": {"timestamp": 1683550841.884722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.884722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02872323989868164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.0238161
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.0238161
-}
-kpi_value {
- floatVal: 0.999413073
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.0238161
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.0238161
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.0238161
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994131}, "timestamp": {"timestamp": 1682073551.023816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981105}, "timestamp": {"timestamp": 1683550841.957325}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.023816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550841.957325}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03484797477722168 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023569822311401367 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10751,117 +6376,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.38761138916016
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004699230194091797 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 84
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.064444
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998115}, "timestamp": {"timestamp": 1683550842.023507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.023507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0423130989074707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.0646379
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.0646379
-}
-kpi_value {
- floatVal: 0.999420166
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.0646379
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.0646379
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.0646379
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99942017}, "timestamp": {"timestamp": 1682073551.064638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998119}, "timestamp": {"timestamp": 1683550842.107206}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.064638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.107206}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026336669921875 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03440284729003906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -10881,117 +6460,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.4205310344696
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005767345428466797 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 85
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.096283
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.0964689
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.0964689
-}
-kpi_value {
- floatVal: 0.99942708
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073551.0964689
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073551.0964689
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073551.0964689
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994271}, "timestamp": {"timestamp": 1682073551.096469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981236}, "timestamp": {"timestamp": 1683550842.18807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.096469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.18807}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029632091522216797 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0350346565246582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11011,117 +6502,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.45533800125122
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005307197570800781 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 86
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.130995
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998128}, "timestamp": {"timestamp": 1683550842.26323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.26323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032642364501953125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073551.131376
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.131376
-}
-kpi_value {
- floatVal: 0.999433815
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.131376
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.131376
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.131376
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994338}, "timestamp": {"timestamp": 1682073551.131376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981326}, "timestamp": {"timestamp": 1683550842.341849}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.131376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.341849}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06275343894958496 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02480173110961914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11141,117 +6586,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.52313494682312
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50995:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50995", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005276203155517578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 551.0}, {"feature": 7.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53507:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53507", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 9.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3181.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006576055722880962
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011271448397650059
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000539918546564877
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003963947296142578 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 87
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.198001
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 760
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998137}, "timestamp": {"timestamp": 1683550842.443643}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.443643}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033651113510131836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.198215
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.198215
-}
-kpi_value {
- floatVal: 0.999440372
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.198215
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.198215
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.198215
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994404}, "timestamp": {"timestamp": 1682073551.198215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998141}, "timestamp": {"timestamp": 1683550842.541733}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.198215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.541733}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023943424224853516 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50995:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50995', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03250479698181152 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11271,117 +6700,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.55130934715271
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00042819976806640625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 88
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.242122
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998145}, "timestamp": {"timestamp": 1683550842.622027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.622027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05767226219177246 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.242317
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073551.242317
-}
-kpi_value {
- floatVal: 0.999446809
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.242317
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.242317
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.242317
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994468}, "timestamp": {"timestamp": 1682073551.242317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999815}, "timestamp": {"timestamp": 1683550842.742428}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.242317}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.742428}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05256819725036621 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027007102966308594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53507:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53507', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11401,117 +6784,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.6240873336792
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00037598609924316406 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 89
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.298743
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998154}, "timestamp": {"timestamp": 1683550842.809155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.809155}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030896663665771484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.299051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.299051
-}
-kpi_value {
- floatVal: 0.999453127
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.299051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.299051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.299051
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994531}, "timestamp": {"timestamp": 1682073551.299051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998158}, "timestamp": {"timestamp": 1683550842.907688}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.299051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.907688}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04795384407043457 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03862810134887695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11531,117 +6868,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.67608666419983
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00037479400634765625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 90
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.350677
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981624}, "timestamp": {"timestamp": 1683550842.992839}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550842.992839}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022719144821166992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.3509691
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.3509691
-}
-kpi_value {
- floatVal: 0.999459267
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.3509691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.3509691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.3509691
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99945927}, "timestamp": {"timestamp": 1682073551.350969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981666}, "timestamp": {"timestamp": 1683550843.065678}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.350969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.065678}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02584528923034668 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05068206787109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11661,117 +6952,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.70607256889343
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00035071372985839844 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 91
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.381435
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.3825319
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.3825319
-}
-kpi_value {
- floatVal: 0.999465287
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073551.3825319
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073551.3825319
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073551.3825319
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994653}, "timestamp": {"timestamp": 1682073551.382532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998171}, "timestamp": {"timestamp": 1683550843.184398}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.382532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.184398}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0315394401550293 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026806116104125977 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11791,117 +6994,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.74323654174805
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004878044128417969 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 92
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.418176
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.41837
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.41837
-}
-kpi_value {
- floatVal: 0.999471128
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073551.41837
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073551.41837
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073551.41837
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994711}, "timestamp": {"timestamp": 1682073551.41837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998175}, "timestamp": {"timestamp": 1683550843.25188}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.41837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.25188}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053781986236572266 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025304079055786133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -11921,117 +7036,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.80134463310242
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003676414489746094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60225:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60225", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52128:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26576:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26576", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006572097581511414
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011264568801387374
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005397260538302362
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024275779724121094 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 93
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.476413
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 761
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998179}, "timestamp": {"timestamp": 1683550843.390481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.390481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07299542427062988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.476696
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.476696
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99947691
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.476696
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.476696
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.476696
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994769}, "timestamp": {"timestamp": 1682073551.476696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998183}, "timestamp": {"timestamp": 1683550843.51956}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.476696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.51956}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02832174301147461 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.19088959693908691 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60225:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '60225', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12051,117 +7150,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.83411407470703
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003941059112548828 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 94
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.514983
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981874}, "timestamp": {"timestamp": 1683550843.764949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.764949}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03705906867980957 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073551.5152619
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.5152619
-}
-kpi_value {
- floatVal: 0.999482512
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.5152619
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.5152619
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.5152619
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994825}, "timestamp": {"timestamp": 1682073551.515262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981916}, "timestamp": {"timestamp": 1683550843.845403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.515262}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.845403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06173539161682129 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042116641998291016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12181,117 +7234,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.90616512298584
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004100799560546875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 95
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.581079
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998196}, "timestamp": {"timestamp": 1683550843.930053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550843.930053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055316925048828125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52128:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.5812969
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.5812969
-}
-kpi_value {
- floatVal: 0.999488
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.5812969
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.5812969
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.5812969
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999488}, "timestamp": {"timestamp": 1682073551.581297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981993}, "timestamp": {"timestamp": 1683550844.0303}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.581297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.0303}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03541421890258789 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02757406234741211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12311,117 +7318,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.94589471817017
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00036072731018066406 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 96
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.620716
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982035}, "timestamp": {"timestamp": 1683550844.106911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.106911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025608062744140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.6209691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.6209691
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99949342
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.6209691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.6209691
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.6209691
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9994934}, "timestamp": {"timestamp": 1682073551.620969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982077}, "timestamp": {"timestamp": 1683550844.180026}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.620969}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.180026}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04053783416748047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025821447372436523 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26576:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26576', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12441,117 +7402,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 106.99067783355713
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003840923309326172 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 97
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.665095
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.66531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.66531
-}
-kpi_value {
- floatVal: 0.999498665
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073551.66531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073551.66531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073551.66531
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99949867}, "timestamp": {"timestamp": 1682073551.66531}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998212}, "timestamp": {"timestamp": 1683550844.249068}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.66531}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.249068}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039103031158447266 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03339576721191406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12571,117 +7444,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.03363108634949
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0003731250762939453 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 98
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.708481
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.70869
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.70869
-}
-kpi_value {
- floatVal: 0.999503851
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073551.70869
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073551.70869
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073551.70869
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99950385}, "timestamp": {"timestamp": 1682073551.70869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982154}, "timestamp": {"timestamp": 1683550844.36447}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.70869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.36447}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037935733795166016 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04112863540649414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12701,117 +7486,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.07582473754883
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50756:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50756", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0005419254302978516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006572701692491956
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011257187260982496
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000539918546564877
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002527952194213867 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 99
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.751181
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 762
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982196}, "timestamp": {"timestamp": 1683550844.512463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.512463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022574901580810547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.751451
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.751451
-}
-kpi_value {
- floatVal: 0.999508917
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.751451
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.751451
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.751451
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995089}, "timestamp": {"timestamp": 1682073551.751451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999817}, "timestamp": {"timestamp": 1683550844.588305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.751451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.588305}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043598175048828125 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50756:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '50756', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04147768020629883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12831,117 +7600,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.12436723709106
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0004582405090332031 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 100
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.799542
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981743}, "timestamp": {"timestamp": 1683550844.669423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.669423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046941518783569336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.7998259
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.7998259
-}
-kpi_value {
- floatVal: 0.999513865
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.7998259
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.7998259
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.7998259
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99951386}, "timestamp": {"timestamp": 1682073551.799826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981785}, "timestamp": {"timestamp": 1683550844.757427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.799826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.757427}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02598714828491211 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04910778999328613 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -12961,122 +7684,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.15537428855896
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0008045835742662051
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005533438473263436
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023665900005198637
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.08170819282531738 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 101
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.911413
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981827}, "timestamp": {"timestamp": 1683550844.849615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.849615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04287075996398926 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.911664
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073551.911664
-}
-kpi_value {
- floatVal: 0.999518752
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.911664
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.911664
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.911664
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99951875}, "timestamp": {"timestamp": 1682073551.911664}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998186}, "timestamp": {"timestamp": 1683550844.934891}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.911664}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550844.934891}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03120136260986328 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04710841178894043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13096,122 +7768,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.2720673084259
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000799789813734552
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005506457720908178
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023701200001369216
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019505023956298828 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 102
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.948641
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981904}, "timestamp": {"timestamp": 1683550845.043156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.043156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03061366081237793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.9488871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.9488871
-}
-kpi_value {
- floatVal: 0.99952352
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073551.9488871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073551.9488871
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073551.9488871
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995235}, "timestamp": {"timestamp": 1682073551.948887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981946}, "timestamp": {"timestamp": 1683550845.123108}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.948887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.123108}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028454065322875977 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029515504837036133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13231,122 +7852,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.30653929710388
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007939586310769601
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00547997860596847
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023665900005198637
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014851093292236328 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 103
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:11.983498
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073551.983721
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073551.983721
-}
-kpi_value {
- floatVal: 0.99952817
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073551.983721
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073551.983721
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073551.983721
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99952817}, "timestamp": {"timestamp": 1682073551.983721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998198}, "timestamp": {"timestamp": 1683550845.202844}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073551.983721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.202844}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02396845817565918 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05391812324523926 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13366,122 +7894,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.33690977096558
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007878615192402969
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005453919960167072
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023618900002020382
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014514923095703125 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 104
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.012621
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.012876
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.012876
-}
-kpi_value {
- floatVal: 0.999532759
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073552.012876
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073552.012876
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073552.012876
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99953276}, "timestamp": {"timestamp": 1682073552.012876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982023}, "timestamp": {"timestamp": 1683550845.310767}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.012876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.310767}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06539154052734375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04959273338317871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13501,122 +7936,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.40744352340698
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007822722666755258
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005428186054050292
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023571899998842127
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001468658447265625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006569813826178758
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011250090359057768
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005397260538302362
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026221275329589844 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 105
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.083211
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 763
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998206}, "timestamp": {"timestamp": 1683550845.440209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.440209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022533178329467773 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.083451
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.083451
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99953723
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.083451
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.083451
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.083451
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995372}, "timestamp": {"timestamp": 1682073552.083451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999821}, "timestamp": {"timestamp": 1683550845.507401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.083451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.507401}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02665543556213379 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031162023544311523 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13636,122 +8050,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.43924236297607
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:58060:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "58060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007764966698198135
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0054028448761534705
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023378599996703997
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013682842254638672 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 106
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.115850
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982136}, "timestamp": {"timestamp": 1683550845.597175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.597175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034905433654785156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.1160879
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.1160879
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99954164
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.1160879
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.1160879
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.1160879
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954164}, "timestamp": {"timestamp": 1682073552.116088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998218}, "timestamp": {"timestamp": 1683550845.673591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.116088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.673591}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06540560722351074 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:58060:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '58060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028254270553588867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13771,122 +8134,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.51072931289673
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007709838785125035
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00537783819032174
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023185299994565867
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014998912811279297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 107
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.186459
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982214}, "timestamp": {"timestamp": 1683550845.743224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.743224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04763364791870117 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073552.1867139
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.1867139
-}
-kpi_value {
- floatVal: 0.999546
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.1867139
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.1867139
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.1867139
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999546}, "timestamp": {"timestamp": 1682073552.186714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982256}, "timestamp": {"timestamp": 1683550845.841679}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.186714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.841679}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03486323356628418 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023940086364746094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -13906,122 +8218,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.55076837539673
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007671081851920344
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0053530330170350054
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023378599996703997
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018050670623779297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 108
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.226884
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998229}, "timestamp": {"timestamp": 1683550845.907628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550845.907628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02364945411682129 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.227114
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.227114
-}
-kpi_value {
- floatVal: 0.999550223
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.227114
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.227114
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.227114
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995502}, "timestamp": {"timestamp": 1682073552.227114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99982333}, "timestamp": {"timestamp": 1683550846.000746}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.227114}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.000746}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04462313652038574 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025905370712280273 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14041,122 +8302,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.6009635925293
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007615637889974747
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005328732764266404
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023185299994565867
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015850067138671875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 109
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.276848
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998191}, "timestamp": {"timestamp": 1683550846.06763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.06763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02756500244140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.2770751
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.2770751
-}
-kpi_value {
- floatVal: 0.999554396
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.2770751
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.2770751
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.2770751
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995544}, "timestamp": {"timestamp": 1682073552.277075}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981403}, "timestamp": {"timestamp": 1683550846.137631}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.277075}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.137631}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045337677001953125 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03972792625427246 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14176,122 +8386,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.65164065361023
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 10.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007578076545521319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005304600905748552
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023378599996703997
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019533634185791016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6531:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6531", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1358.0}, {"feature": 5.0}, {"feature": 1358.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2213.0}, {"feature": 4.0}, {"feature": 2213.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1358.0}, {"feature": 5.0}, {"feature": 1358.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2305.0}, {"feature": 5.0}, {"feature": 2305.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1358.0}, {"feature": 5.0}, {"feature": 1358.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2305.0}, {"feature": 5.0}, {"feature": 2305.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006575265509827326
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011243733797782912
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000539918546564877
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004441022872924805 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 110
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.328202
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 764
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.328454
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.328454
-}
-kpi_value {
- floatVal: 0.999558449
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073552.328454
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073552.328454
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073552.328454
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99955845}, "timestamp": {"timestamp": 1682073552.328454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981445}, "timestamp": {"timestamp": 1683550846.305613}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.328454}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.305613}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052083492279052734 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04638504981994629 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6531:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '6531', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14311,122 +8458,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.70975708961487
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007532283964030432
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0052808706485102394
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023571899998842127
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016765594482421875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 111
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.402393
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.4026649
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.4026649
-}
-kpi_value {
- floatVal: 0.999562502
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073552.4026649
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073552.4026649
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073552.4026649
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995625}, "timestamp": {"timestamp": 1682073552.402665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99981487}, "timestamp": {"timestamp": 1683550846.400039}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.402665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550846.400039}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027202367782592773 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024407386779785156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14446,122 +8500,79 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.75947618484497
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000749697035720333
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005257374121224018
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023618900002020382
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016865730285644531 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 112
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.435865
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:00:46"
+ip_o: "10.100.200.10"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.10:57766:94.23.23.52:443"
+protocol: "TCP"
+port_o: "57766"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.4361739
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
}
-timestamp {
- timestamp: 1682073552.4361739
-}
-kpi_value {
- floatVal: 0.999566436
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.4361739
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.4361739
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
}
-timestamp {
- timestamp: 1682073552.4361739
-}
-kpi_value {
- int32Val: 0
-}
+time_start: 1.68355059e+09
+time_end: 1.68355085e+09
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}}
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 29
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6622033280436881
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956644}, "timestamp": {"timestamp": 1682073552.436174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550847.153595}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.436174}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.153595}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042996883392333984 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03229403495788574 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14581,122 +8592,79 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.80818128585815
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62055:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62055", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 2.0}, {"feature": 264.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007453584070857027
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005234261102425426
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023665900005198637
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018470287322998047 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 113
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.484808
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:00:46"
+ip_o: "10.100.200.10"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.10:57766:94.23.23.52:443"
+protocol: "TCP"
+port_o: "57766"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.4852231
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
}
-timestamp {
- timestamp: 1682073552.4852231
-}
-kpi_value {
- floatVal: 0.99957031
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.4852231
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.4852231
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
}
-timestamp {
- timestamp: 1682073552.4852231
-}
-kpi_value {
- int32Val: 0
-}
+time_start: 1.68355059e+09
+time_end: 1.68355085e+09
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}}
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 30
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.5919148900429718
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995703}, "timestamp": {"timestamp": 1682073552.485223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550847.849244}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.485223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550847.849244}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035677433013916016 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62055:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62055', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0383756160736084 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14716,122 +8684,79 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.84995818138123
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
-INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 19971.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007425611754450457
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0052113380819138345
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023701200001369216
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025322437286376953 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 114
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.527372
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:00:46"
+ip_o: "10.100.200.10"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.10:57766:94.23.23.52:443"
+protocol: "TCP"
+port_o: "57766"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.5276351
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
}
-timestamp {
- timestamp: 1682073552.5276351
-}
-kpi_value {
- floatVal: 0.999574125
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.5276351
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.5276351
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
}
-timestamp {
- timestamp: 1682073552.5276351
-}
-kpi_value {
- int32Val: 0
-}
+time_start: 1.68355059e+09
+time_end: 1.68355085e+09
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}}
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 31
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.9598157299915329
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995741}, "timestamp": {"timestamp": 1682073552.527635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550848.949974}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.527635}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550848.949974}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06293749809265137 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06025838851928711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14851,122 +8776,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.91980814933777
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007392041478327803
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005188754420159593
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023736499997539795
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019617080688476562 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 115
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.596733
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.5970571
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.5970571
-}
-kpi_value {
- floatVal: 0.99957782
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073552.5970571
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073552.5970571
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073552.5970571
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995778}, "timestamp": {"timestamp": 1682073552.597057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.093821}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.597057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.093821}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03054356575012207 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042917490005493164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -14986,122 +8818,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 107.95677733421326
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007359760948343686
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005166456663532461
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002382654999451006
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001931905746459961 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 116
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.671614
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.671989
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.671989
-}
-kpi_value {
- floatVal: 0.999581516
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073552.671989
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073552.671989
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073552.671989
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995815}, "timestamp": {"timestamp": 1682073552.671989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.178348}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.671989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.178348}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04100370407104492 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03587031364440918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15121,122 +8860,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.04217100143433
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 17175.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007322075641093403
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005144490525776758
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00023916599991480325
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019283294677734375 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 117
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.719045
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.719331
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.719331
-}
-kpi_value {
- floatVal: 0.999585092
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073552.719331
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073552.719331
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073552.719331
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995851}, "timestamp": {"timestamp": 1682073552.719331}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.255418}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.719331}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.255418}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056168556213378906 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06299138069152832 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15256,122 +8902,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.10480189323425
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 18573.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007282890084812314
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005122820806869793
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024043549990437896
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027027130126953125 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 118
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.784451
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.360126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.360126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038581132888793945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.785166
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.785166
-}
-kpi_value {
- floatVal: 0.999588668
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.785166
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.785166
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.785166
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958867}, "timestamp": {"timestamp": 1682073552.785166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.438132}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.785166}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.438132}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03986239433288574 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03232216835021973 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15391,122 +8986,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.1537971496582
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 14379.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007243965042078787
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005101426176350048
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019211769104003906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2457.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2173.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2173.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006605798953815418
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001126803280372526
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005401110392995179
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0055582523345947266 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 119
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.830807
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 765
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.553238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.553238}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03983330726623535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.8310549
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.8310549
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999592125
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.8310549
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.8310549
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.8310549
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995921}, "timestamp": {"timestamp": 1682073552.831055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.641622}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.831055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.641622}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04577517509460449 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026899099349975586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15526,122 +9100,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.20598268508911
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 15777.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007205090333390747
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005080302763610731
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017342567443847656 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 120
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.882416
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.718314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.718314}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025887489318847656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.8827081
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.8827081
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999595582
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.8827081
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.8827081
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.8827081
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995956}, "timestamp": {"timestamp": 1682073552.882708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.799357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.882708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.799357}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030486106872558594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042513370513916016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15661,122 +9184,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.24232912063599
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42012:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 11583.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007157016033110913
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005059540303230886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005707740783691406 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 121
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.924784
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.884058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.884058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02706146240234375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073552.9250181
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.9250181
-}
-kpi_value {
- floatVal: 0.99959892
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073552.9250181
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073552.9250181
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073552.9250181
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995989}, "timestamp": {"timestamp": 1682073552.925018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550849.96275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.925018}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550849.96275}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0620880126953125 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42012:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027154207229614258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15796,122 +9268,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.31627917289734
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007119301475462575
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0050389325978869555
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014910697937011719 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 122
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:12.992431
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073552.9926491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073552.9926491
-}
-kpi_value {
- floatVal: 0.999602258
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073552.9926491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073552.9926491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073552.9926491
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960226}, "timestamp": {"timestamp": 1682073552.992649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.08434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073552.992649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.08434}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04216909408569336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026704072952270508 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -15931,122 +9310,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.36521363258362
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007076560813064178
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.005018629371737875
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033538341522216797 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 123
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.046467
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.0470769
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.0470769
-}
-kpi_value {
- floatVal: 0.999605536
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073553.0470769
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073553.0470769
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073553.0470769
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960554}, "timestamp": {"timestamp": 1682073553.047077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.158499}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.047077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.158499}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05014514923095703 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03631019592285156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16066,122 +9352,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.42619562149048
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007049378871023061
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004998442907090589
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019834041595458984 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 124
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.104185
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.237287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.237287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02335381507873535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.1044061
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.1044061
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999608755
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.1044061
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.1044061
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.1044061
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99960876}, "timestamp": {"timestamp": 1682073553.104406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.310183}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.104406}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.310183}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033791542053222656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02752399444580078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16201,122 +9436,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.46750736236572
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:55705:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "55705", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0007010144080059035
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004978600693048191
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024170499989395466
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001806020736694336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 1.0}, {"feature": 4593.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 3.0}, {"feature": 331.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 398.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006640201201054508
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011300805132460918
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005404025432653725
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006361722946166992 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 125
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.145850
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 766
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.454903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.454903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0648953914642334 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.1460869
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.1460869
-}
-kpi_value {
- floatVal: 0.999611855
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.1460869
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.1460869
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.1460869
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961185}, "timestamp": {"timestamp": 1682073553.146087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.57485}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.146087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.57485}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04781079292297363 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:55705:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '55705', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03186225891113281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16336,122 +9550,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.52341771125793
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006977368650856829
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0049589403779117264
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002241373062133789 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 126
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.201195
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.65828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.65828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028098344802856445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.2015951
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.2015951
-}
-kpi_value {
- floatVal: 0.999615
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.2015951
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.2015951
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.2015951
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999615}, "timestamp": {"timestamp": 1682073553.201595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.738424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.201595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.738424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07639193534851074 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04381370544433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16471,122 +9634,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.60755944252014
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006943828740223959
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004939521884819404
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018630027770996094 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 127
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.284880
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.82893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.82893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044121503829956055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.2858231
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.2858231
-}
-kpi_value {
- floatVal: 0.999618053
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.2858231
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.2858231
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.2858231
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99961805}, "timestamp": {"timestamp": 1682073553.285823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550850.919422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.285823}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550850.919422}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03150367736816406 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0624384880065918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16606,122 +9718,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.64702653884888
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006906185937562981
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004920371916196121
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001505136489868164 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 128
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.330477
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.021859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.021859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04137468338012695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.330704
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.330704
-}
-kpi_value {
- floatVal: 0.999621034
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.330704
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.330704
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.330704
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962103}, "timestamp": {"timestamp": 1682073553.330704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.102901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.330704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.102901}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0725100040435791 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030394792556762695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16741,122 +9802,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.7324287891388
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006872393953551372
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0049014127087243595
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.00177001953125 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 129
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.409493
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.174517}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.174517}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029998779296875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.40971
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.40971
-}
-kpi_value {
- floatVal: 0.999624
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.40971
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.40971
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.40971
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999624}, "timestamp": {"timestamp": 1682073553.40971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.246116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.40971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.246116}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03263139724731445 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04161262512207031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:50', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -16876,122 +9886,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.77171397209167
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836661461604238
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004882693396872448
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024184049993891676
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021190643310546875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49725:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49725", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 2189.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2339.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 396.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 11.0}, {"feature": 849.0}, {"feature": 4.0}, {"feature": 849.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 12.0}, {"feature": 849.0}, {"feature": 4.0}, {"feature": 849.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3634.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3634.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 5991.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006653165058906747
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001129913396325582
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005406940472312272
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004857063293457031 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 130
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.449165
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 767
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.4715149
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.4715149
-}
-kpi_value {
- floatVal: 0.999626935
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073553.4715149
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073553.4715149
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073553.4715149
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962693}, "timestamp": {"timestamp": 1682073553.471515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.513862}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.471515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.513862}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0655515193939209 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0467219352722168 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17011,122 +9958,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.84425640106201
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006806096106931419
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004864146305811404
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019321441650390625 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 131
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.523982
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.615072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.615072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04828977584838867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.524256
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.524256
-}
-kpi_value {
- floatVal: 0.999629796
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.524256
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.524256
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.524256
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996298}, "timestamp": {"timestamp": 1682073553.524256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.715412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.524256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.715412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06040143966674805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04574751853942871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49725:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49725', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17146,122 +10042,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.9140088558197
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42010:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42010", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006778531894000976
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0048457891814462735
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021698474884033203 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 132
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.591348
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.817917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.817917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0302121639251709 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.591733
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.591733
-}
-kpi_value {
- floatVal: 0.999632597
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.591733
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.591733
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.591733
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996326}, "timestamp": {"timestamp": 1682073553.591733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.892965}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.591733}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.892965}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04262042045593262 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42010:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42010', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036850929260253906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17281,122 +10126,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 108.96339702606201
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744969022612626
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004827691559723495
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005751848220825195 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 133
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.646659
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550851.973506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550851.973506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030313491821289062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.6469309
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.6469309
-}
-kpi_value {
- floatVal: 0.999635398
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.6469309
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.6469309
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.6469309
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996354}, "timestamp": {"timestamp": 1682073553.646931}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.04403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.646931}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.04403}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0576024055480957 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03288412094116211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17416,122 +10210,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.03370547294617
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006716885373190229
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004809753097752739
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001943349838256836 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 134
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.710873
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.7111051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.7111051
-}
-kpi_value {
- floatVal: 0.99963814
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073553.7111051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073553.7111051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073553.7111051
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963814}, "timestamp": {"timestamp": 1682073553.711105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.118146}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.711105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.118146}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.050287723541259766 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042638540267944336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17551,122 +10252,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.09058737754822
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006685171777833064
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004792046707232525
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015914440155029297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 135
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.766476
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.201862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.201862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027678251266479492 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.766705
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.766705
-}
-kpi_value {
- floatVal: 0.999640822
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.766705
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.766705
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.766705
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996408}, "timestamp": {"timestamp": 1682073553.766705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.275295}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.766705}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.275295}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046700477600097656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04462075233459473 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17686,122 +10336,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.14264345169067
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006653122426523423
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004774541600051807
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015583038330078125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 8787.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 7389.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 10185.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42040:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42040:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2907:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2907", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53681:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53681", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53681:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53681", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000665213260466165
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011291811563048813
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005408560100477189
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024521350860595703 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 136
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.818584
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 768
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.818831
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.818831
-}
-kpi_value {
- floatVal: 0.999627709
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073553.818831
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073553.818831
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073553.818831
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996277}, "timestamp": {"timestamp": 1682073553.818831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.389848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.818831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.389848}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0441591739654541 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030251264572143555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17821,122 +10408,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.19217228889465
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006621564890565423
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0047572267044700975
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001463174819946289 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 137
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.867759
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.461903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.461903}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026597023010253906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.867995
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.867995
-}
-kpi_value {
- floatVal: 0.999630451
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.867995
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.867995
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.867995
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963045}, "timestamp": {"timestamp": 1682073553.867995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.53858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.867995}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.53858}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05415463447570801 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028450489044189453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -17956,122 +10492,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.25174331665039
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006598902681216516
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004740033256285914
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0039064884185791016 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 138
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.930981
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.615676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.615676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03262782096862793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42040:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.9333079
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.9333079
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999633133
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.9333079
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.9333079
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.9333079
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963313}, "timestamp": {"timestamp": 1682073553.933308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.692034}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.933308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.692034}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04488849639892578 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027158498764038086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42040:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18091,122 +10576,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.30550575256348
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000658054834537933
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0047230012162986735
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022869110107421875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 139
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:13.985121
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.780618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.780618}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0325777530670166 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2907:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2907', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073553.9858479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073553.9858479
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999635756
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073553.9858479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073553.9858479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073553.9858479
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963576}, "timestamp": {"timestamp": 1682073553.985848}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.854415}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073553.985848}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.854415}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035338401794433594 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026126384735107422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18226,122 +10660,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.3505642414093
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006552717928627772
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004706217507525139
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024307000001044798
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025322437286376953 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 140
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.028084
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.029283
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.029283
-}
-kpi_value {
- floatVal: 0.999638379
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073554.029283
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073554.029283
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073554.029283
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996384}, "timestamp": {"timestamp": 1682073554.029283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550852.924056}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.029283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550852.924056}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033883094787597656 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03278160095214844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53681:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53681', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18361,122 +10702,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.39212274551392
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006758344893674119
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004695806343436414
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024355499999728636
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006090402603149414 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 141
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.073638
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.01171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.01171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034043073654174805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53681:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '53681', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.0740671
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073554.0740671
-}
-kpi_value {
- floatVal: 0.999641
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.0740671
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.0740671
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.0740671
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999641}, "timestamp": {"timestamp": 1682073554.074067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.093811}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.074067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.093811}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07786178588867188 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0477597713470459 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18496,122 +10786,59 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.48132658004761
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006730921760620245
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0046793559042860085
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002436794999880476
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015711784362792969 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4040:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2615.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3176.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1446.0}, {"feature": 8.0}, {"feature": 3176.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 7.0}, {"feature": 2746.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000665151988327508
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011284480070032344
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410179728642106
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028841495513916016 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 142
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.178799
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 769
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.1790221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.1790221
-}
-kpi_value {
- floatVal: 0.999643505
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073554.1790221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073554.1790221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073554.1790221
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996435}, "timestamp": {"timestamp": 1682073554.179022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.222488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.179022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.222488}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05831551551818848 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027014493942260742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18631,122 +10858,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.56687641143799
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006706976713347968
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004663053117584441
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024380399997880886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002888917922973633 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 143
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.246779
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.308337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.308337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030287742614746094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.2472479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073554.2472479
-}
-kpi_value {
- floatVal: 0.999646068
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.2472479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.2472479
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.2472479
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99964607}, "timestamp": {"timestamp": 1682073554.247248}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.390531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.247248}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.390531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05585193634033203 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028965473175048828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4040:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18766,122 +10942,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.6320116519928
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006675781111174691
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004646983490087884
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002436794999880476
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014226436614990234 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 144
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.312385
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.49696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.49696}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029408931732177734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.312587
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.312587
-}
-kpi_value {
- floatVal: 0.999648511
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.312587
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.312587
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.312587
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996485}, "timestamp": {"timestamp": 1682073554.312587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.585855}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.312587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.585855}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.13454985618591309 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04481172561645508 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -18901,122 +11026,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.77635669708252
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006952916827654478
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004642857561152089
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024380399997880886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.006523847579956055 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 145
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.471502
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.674108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.674108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05791521072387695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.4719
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.4719
-}
-kpi_value {
- floatVal: 0.999650955
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.4719
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.4719
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.4719
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99965096}, "timestamp": {"timestamp": 1682073554.4719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.804121}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.4719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.804121}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04880189895629883 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0304720401763916 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19036,122 +11110,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.84968662261963
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006937119109662266
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004626969148987392
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024382850000392864
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020902156829833984 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 146
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.537106
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.537313
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.537313
-}
-kpi_value {
- floatVal: 0.999638617
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073554.537313
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073554.537313
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073554.537313
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996386}, "timestamp": {"timestamp": 1682073554.537313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.875765}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.537313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.875765}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04632091522216797 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026689529418945312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19171,122 +11152,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 109.91298389434814
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006906530476263921
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004611352424684762
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024385300002904842
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018596649169921875 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 147
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.801848
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550853.949928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550853.949928}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03383183479309082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.8020921
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.8020921
-}
-kpi_value {
- floatVal: 0.999626458
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.8020921
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.8020921
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.8020921
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99962646}, "timestamp": {"timestamp": 1682073554.802092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.03038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.802092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.03038}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036870479583740234 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029875993728637695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19306,122 +11236,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.16820907592773
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006876848243318573
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004595888028552806
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439560000198071
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017180442810058594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 9.0}, {"feature": 2148.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1273.0}, {"feature": 10.0}, {"feature": 2171.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 199.0}, {"feature": 6.0}, {"feature": 597.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 4.0}, {"feature": 463.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 530.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1519.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61214:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 14.0}, {"feature": 903.0}, {"feature": 7.0}, {"feature": 1519.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006651556857879722
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011277150151551981
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410649755503982
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003103494644165039 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 148
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.845079
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 770
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.130136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.130136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034912109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.845541
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.845541
-}
-kpi_value {
- floatVal: 0.999629
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.845541
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.845541
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.845541
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999629}, "timestamp": {"timestamp": 1682073554.845541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.20626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.845541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.20626}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0464329719543457 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04671907424926758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19441,122 +11350,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.2209644317627
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25890:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25890", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006845032281953597
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004580603155286983
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024385300002904842
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022780895233154297 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 149
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.898973
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.293621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.293621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04007315635681152 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.899164
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.899164
-}
-kpi_value {
- floatVal: 0.999631524
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.899164
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.899164
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.899164
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996315}, "timestamp": {"timestamp": 1682073554.899164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.375054}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.899164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.375054}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040961265563964844 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25890:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25890', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03654670715332031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19576,122 +11434,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.26944375038147
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006820250266741823
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0045654091651662915
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439560000198071
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020258426666259766 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 150
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.950678
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.457639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.457639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028107166290283203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073554.9509449
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.9509449
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999634
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.9509449
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.9509449
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.9509449
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999634}, "timestamp": {"timestamp": 1682073554.950945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.532558}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.950945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.532558}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03810691833496094 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028515100479125977 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19711,122 +11518,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.31835198402405
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006791943576234382
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004550398872098457
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002440590000105658
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022439956665039062 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 151
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:14.995080
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.622791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.622791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029054880142211914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61214:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073554.9953711
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073554.9953711
-}
-kpi_value {
- floatVal: 0.999636471
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073554.9953711
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073554.9953711
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073554.9953711
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996365}, "timestamp": {"timestamp": 1682073554.995371}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.698596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073554.995371}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.698596}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0311431884765625 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026516437530517578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19846,122 +11602,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.35567831993103
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000676240565797427
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004535550993453784
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002439560000198071
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017194747924804688 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 152
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.032390
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.0327041
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.0327041
-}
-kpi_value {
- floatVal: 0.999638855
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073555.0327041
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073555.0327041
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073555.0327041
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99963886}, "timestamp": {"timestamp": 1682073555.032704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.784239}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.032704}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.784239}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05569100379943848 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04186749458312988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -19981,122 +11644,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.41767835617065
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006729473071971286
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004520886959597756
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024385300002904842
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018377304077148438 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 153
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.095117
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.0953541
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.0953541
-}
-kpi_value {
- floatVal: 0.99964124
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073555.0953541
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073555.0953541
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073555.0953541
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99964124}, "timestamp": {"timestamp": 1682073555.095354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.867727}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.095354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.867727}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03384828567504883 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021973848342895508 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -20116,122 +11686,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.45840120315552
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006697959740336046
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004506353439691082
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024382850000392864
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015552043914794922 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 2649.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2626.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1283.0}, {"feature": 8.0}, {"feature": 2141.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1283.0}, {"feature": 10.0}, {"feature": 2857.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1283.0}, {"feature": 9.0}, {"feature": 2499.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14518:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14518", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 795.0}, {"feature": 8.0}, {"feature": 2285.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 2080.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14518:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14518", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 795.0}, {"feature": 8.0}, {"feature": 2285.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 2080.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006649611245547258
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011269963768004764
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410179728642106
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032045841217041016 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 154
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.136582
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 771
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550854.958292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550854.958292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027546405792236328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.13681
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073555.13681
-}
-kpi_value {
- floatVal: 0.999643564
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.13681
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.13681
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.13681
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99964356}, "timestamp": {"timestamp": 1682073555.13681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.037866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.13681}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.037866}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0449678897857666 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.055556535720825195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -20251,122 +11800,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.51096725463867
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45128:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45128", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006669291742010471
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00449193417668313
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024380399997880886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014193058013916016 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 155
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.186740
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.162498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.162498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06832718849182129 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.1870911
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.1870911
-}
-kpi_value {
- floatVal: 0.999630272
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.1870911
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.1870911
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.1870911
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996303}, "timestamp": {"timestamp": 1682073555.187091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.300627}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.187091}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.300627}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03312563896179199 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45128:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45128', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04112863540649414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -20386,122 +11884,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.54928302764893
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006639680769309892
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004477665566934759
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002436794999880476
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016679763793945312 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 156
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.226578
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.397077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.397077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02731466293334961 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.2268291
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.2268291
-}
-kpi_value {
- floatVal: 0.999616206
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.2268291
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.2268291
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.2268291
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996162}, "timestamp": {"timestamp": 1682073555.226829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.473412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.226829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.473412}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05352973937988281 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0282745361328125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -20521,122 +11968,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.60948491096497
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006606685350399544
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004463572957456258
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024355499999728636
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014200210571289062 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 157
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.284988
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.55078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.55078}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03764200210571289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.2852769
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.2852769
-}
-kpi_value {
- floatVal: 0.999603271
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.2852769
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.2852769
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.2852769
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9996033}, "timestamp": {"timestamp": 1682073555.285277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.633433}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.285277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.633433}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024839401245117188 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035820722579956055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14518:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14518', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -20656,122 +12052,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.63938808441162
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:43006:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "43006", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006576130443113182
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004449590015395677
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024307000001044798
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019769668579101562 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 158
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.316133
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.316453
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.316453
-}
-kpi_value {
- floatVal: 0.999589562
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073555.316453
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073555.316453
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073555.316453
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958956}, "timestamp": {"timestamp": 1682073555.316453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.712424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.316453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.712424}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08060741424560547 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:43006:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '43006', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03884625434875488 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14518:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14518', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -20791,122 +12094,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.726322889328
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006549520691903052
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0044357016347266005
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003317594528198242 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 159
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.406432
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.4067459
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.4067459
-}
-kpi_value {
- floatVal: 0.999578655
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073555.4067459
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073555.4067459
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073555.4067459
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957865}, "timestamp": {"timestamp": 1682073555.406746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.793677}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.406746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.793677}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04012918472290039 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034024953842163086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -20926,122 +12136,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.77595591545105
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006527262250081378
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004421907414555812
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024307000001044798
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0016582012176513672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1384.0}, {"feature": 10.0}, {"feature": 2683.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1384.0}, {"feature": 10.0}, {"feature": 2683.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1210.0}, {"feature": 4.0}, {"feature": 1277.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 1922.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1899.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006649230492700596
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011262667165556736
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005410649755503982
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003249645233154297 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 160
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.473954
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 772
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.898975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.898975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02312946319580078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073555.474215
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.474215
-}
-kpi_value {
- floatVal: 0.999565303
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.474215
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.474215
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.474215
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995653}, "timestamp": {"timestamp": 1682073555.474215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550855.962854}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.474215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550855.962854}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028621673583984375 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029898643493652344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -21061,122 +12250,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.83199286460876
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 8787.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006498767329277646
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004408300746053349
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014407634735107422 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 161
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.507819
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.034387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.034387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023179054260253906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.5081639
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.5081639
-}
-kpi_value {
- floatVal: 0.999568
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.5081639
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.5081639
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.5081639
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999568}, "timestamp": {"timestamp": 1682073555.508164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.102806}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.508164}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.102806}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023604631423950195 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025165081024169922 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -21196,122 +12334,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.86082100868225
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006470454753170605
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0043948206498027565
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015113353729248047 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 162
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.573960
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.184483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.184483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025248289108276367 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.5742109
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.5742109
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999570668
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.5742109
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.5742109
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.5742109
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957067}, "timestamp": {"timestamp": 1682073555.574211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.26539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.574211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.26539}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0376737117767334 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023452043533325195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -21331,122 +12418,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 110.94104552268982
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006445649202538457
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004381432620209713
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014328956604003906 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 163
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.617145
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.337544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.337544}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02342081069946289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.617532
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.617532
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.99957335
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.617532
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.617532
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.617532
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957335}, "timestamp": {"timestamp": 1682073555.617532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.417528}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.617532}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.417528}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06151080131530762 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02328801155090332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -21466,122 +12502,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.00808882713318
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006424089451303
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004368140895454471
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002426500000183296
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017197132110595703 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 164
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.685436
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.6856749
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.6856749
-}
-kpi_value {
- floatVal: 0.99956286
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073555.6856749
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073555.6856749
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073555.6856749
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956286}, "timestamp": {"timestamp": 1682073555.685675}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.506828}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.685675}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.506828}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03507208824157715 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024638652801513672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -21601,122 +12544,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.04992914199829
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006400811030385794
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004354986020772533
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024271500001304958
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001508474349975586 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 165
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.731625
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.73188
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.73188
-}
-kpi_value {
- floatVal: 0.999565542
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073555.73188
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073555.73188
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073555.73188
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956554}, "timestamp": {"timestamp": 1682073555.73188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.587484}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.73188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.587484}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03986644744873047 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023569107055664062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -21736,122 +12586,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.10095691680908
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006374422469959251
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004341981091571113
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002426500000183296
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014209747314453125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006652177581208172
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001125567762792981
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005411119782365859
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004266262054443359 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 166
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.778246
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 773
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.699953}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.699953}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.057747840881347656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.778496
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.778496
-}
-kpi_value {
- floatVal: 0.999568164
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.778496
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.778496
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.778496
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99956816}, "timestamp": {"timestamp": 1682073555.778496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.815917}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.778496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.815917}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03660702705383301 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04165959358215332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -21871,122 +12700,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.14423513412476
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006348289640799886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004329092565180215
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0013747215270996094 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 167
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.819931
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550856.916499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550856.916499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028787612915039062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.820147
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073555.820147
-}
-kpi_value {
- floatVal: 0.999570727
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.820147
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.820147
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.820147
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995707}, "timestamp": {"timestamp": 1682073555.820147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.019048}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.820147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.019048}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06598591804504395 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027973175048828125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22006,122 +12784,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.21532559394836
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006324528511986013
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004316298354057385
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014538764953613281 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 168
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.891944
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.09991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.09991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02380847930908203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.89216
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.89216
-}
-kpi_value {
- floatVal: 0.99957335
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.89216
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.89216
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.89216
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957335}, "timestamp": {"timestamp": 1682073555.89216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.164822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.89216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.164822}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03180646896362305 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02655768394470215 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22141,122 +12868,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.2531476020813
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13309:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13309", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 708.0}, {"feature": 1.0}, {"feature": 708.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006303027869906404
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0043035995245943905
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017046928405761719 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 169
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.929572
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.238121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.238121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027705669403076172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.9297831
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.9297831
-}
-kpi_value {
- floatVal: 0.999575853
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073555.9297831
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073555.9297831
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073555.9297831
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957585}, "timestamp": {"timestamp": 1682073555.929783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.324725}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.929783}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.324725}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05157184600830078 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13309:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13309', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026459693908691406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22276,122 +12952,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.31057929992676
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 9.0}, {"feature": 7.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006282414353021897
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0042910068867640875
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002426500000183296
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0018379688262939453 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 170
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:15.986978
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073555.98718
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073555.98718
-}
-kpi_value {
- floatVal: 0.999578357
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073555.98718
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073555.98718
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073555.98718
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99957836}, "timestamp": {"timestamp": 1682073555.98718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.400839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073555.98718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.400839}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02316141128540039 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040487051010131836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22411,122 +12994,29 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.33960270881653
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61577:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61577", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 8.0}, {"feature": 6.0}, {"feature": 199.0}, {"feature": 2.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006258809532239372
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004278552381169672
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019259452819824219 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 171
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.025245
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
- context_uuid {
- uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
- }
-}
-service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073556.0255921
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073556.0255921
-}
-kpi_value {
- floatVal: 0.99958086
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
- }
-}
-timestamp {
- timestamp: 1682073556.0255921
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
- }
-}
-timestamp {
- timestamp: 1682073556.0255921
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
- }
-}
-timestamp {
- timestamp: 1682073556.0255921
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99958086}, "timestamp": {"timestamp": 1682073556.025592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.514531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.025592}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.514531}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05999040603637695 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61577:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '61577', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03289031982421875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22546,122 +13036,101 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.41473627090454
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000623558918612373
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004266204658755086
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0017499923706054688 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006651845284604084
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011248407962396562
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005412959726527333
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033032894134521484 seconds
INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 172
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.096176
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 774
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.631355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.631355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03443789482116699 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073556.0963931
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073556.0963931
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-kpi_value {
- floatVal: 0.999583304
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073556.0963931
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.0963931
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073556.0963931
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995833}, "timestamp": {"timestamp": 1682073556.096393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.734176}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.096393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.734176}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06664395332336426 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024869203567504883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22681,122 +13150,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9978645443916321
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.49233222007751
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006223156820881956
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004253887965730146
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002162456512451172 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 173
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.415345
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.820156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.820156}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025752544403076172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-timestamp {
- timestamp: 1682073556.4156661
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073556.4156661
-}
-kpi_value {
- floatVal: 0.99957329
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073556.4156661
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.4156661
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073556.4156661
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995733}, "timestamp": {"timestamp": 1682073556.415666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.892628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.415666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.892628}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04538679122924805 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024170637130737305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22816,122 +13234,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9974504113197327
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.79019570350647
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49280:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49280", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006200219712719319
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004241753824704382
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.001505136489868164 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 174
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.466341
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550857.959079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550857.959079}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044075965881347656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073556.4665949
-}
-kpi_value {
- int32Val: 0
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073556.4665949
-}
-kpi_value {
- floatVal: 0.999561
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073556.4665949
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.4665949
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073556.4665949
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.999561}, "timestamp": {"timestamp": 1682073556.466595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.057476}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.466595}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.057476}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048589468002319336 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49280:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49280', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02387070655822754 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -22951,122 +13318,71 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 0.9975987672805786
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.84432911872864
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006180440971502321
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004229697630942129
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0002425850000236096
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015649795532226562 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 175
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.522971
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.123606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.123606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02976083755493164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
- }
-}
-timestamp {
- timestamp: 1682073556.523186
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
- }
-}
-timestamp {
- timestamp: 1682073556.523186
-}
-kpi_value {
- floatVal: 0.999549747
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
}
-}
-timestamp {
- timestamp: 1682073556.523186
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.523186
-}
-kpi_value {
- int32Val: 0
-}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
}
}
-timestamp {
- timestamp: 1682073556.523186
-}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.99954975}, "timestamp": {"timestamp": 1682073556.523186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.195234}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.523186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.195234}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05288052558898926 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05023384094238281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -23086,122 +13402,227 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.90524911880493
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006157495113709191
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.004217773556646403
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024228050000374424
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0015454292297363281 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 176
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.581685
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.3099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.3099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027594327926635742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.5819271
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.379539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.379539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024384021759033203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
-timestamp {
- timestamp: 1682073556.5819271
-}
-kpi_value {
- floatVal: 0.99955231
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.5819271
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
+, 'time_start': 1683550336.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 28.0}, {"feature": 24.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4564:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4564", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4564:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4564", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2045.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2045.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006650357587533372
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011241224777746505
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005414799670688808
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023870468139648438 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 775
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.473252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.473252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023904085159301758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.5819271
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
+, 'time_start': 1683550336.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.538423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.538423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026215791702270508 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
-timestamp {
- timestamp: 1682073556.5819271
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
}
-kpi_value {
- int32Val: 0
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995523}, "timestamp": {"timestamp": 1682073556.581927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.604085}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "16"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.581927}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.604085}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03295326232910156 seconds
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '21/04/2023 10:39:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42014:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42014', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03154563903808594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4564:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4564', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
, 'endpoint_id': topology_id {
context_id {
@@ -23221,105 +13642,44132 @@ device_id {
endpoint_uuid {
uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-, 'time_start': 1682073600.0, 'time_end': 1682073600.0}
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections Correctly Classified: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Number of Attack Connections: 0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Overall Detection Accuracy: 1.0
-
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Attack Detection Accuracy: 0.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Cryptomining Detector Confidence: 1.0
-INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Time elapsed: 111.94409894943237
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Exporting prediction accuracy and confidence
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
INFO:root:No attack detected
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received (no attack detected)"}
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42014:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42014", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "635973d9-976c-4c6f-bb6d-cadca6dd2147"}}, "time_end": 1682073600.0, "time_start": 1682073600.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
-INFO:root:Performing inference...
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:batch_size: 1
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (1, 10)
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006133520904027162
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.05613432899997406
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.00013735100003486878
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.00420596232330192
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.00024197599998387886
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0014452934265136719 seconds
-INFO:root:Inference performed correctly
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 177
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:current_time: 2023-04-21 10:39:16.620132
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_start: 2023-04-21 10:39:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:time_interval_end: 2023-04-21 10:40:05.579445
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:service_id: context_id {
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.682418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.682418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03651547431945801 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4564:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4564', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
context_uuid {
uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
}
}
service_uuid {
- uuid: "635973d9-976c-4c6f-bb6d-cadca6dd2147"
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
}
-
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_security_status: kpi_id {
- kpi_id {
- uuid: "13"
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.62037
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.804722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.804722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_conf: kpi_id {
- kpi_id {
- uuid: "14"
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0380253791809082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.62037
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- floatVal: 0.999554873
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.892779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.892779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attack_conns: kpi_id {
- kpi_id {
- uuid: "15"
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030650854110717773 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.62037
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550858.989831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550858.989831}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_compromised_clients: kpi_id {
- kpi_id {
- uuid: "16"
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028045654296875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.62037
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.058076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.058076}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
-DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:kpi_unique_attackers: kpi_id {
- kpi_id {
- uuid: "17"
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03310966491699219 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
}
}
-timestamp {
- timestamp: 1682073556.62037
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
}
-kpi_value {
- int32Val: 0
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
}
-
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "13"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.62037}}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.133537}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "14"}}, "kpi_value": {"floatVal": 0.9995549}, "timestamp": {"timestamp": 1682073556.62037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}}
DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
-DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "15"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1682073556.62037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.133537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027466535568237305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.205716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.205716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02779555320739746 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:00:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000664804242332298
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011234164269062065
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005412959726527333
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002608776092529297 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 776
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.745843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.745843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06042742729187012 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.852381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.852381}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025786638259887695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550859.934557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550859.934557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039459943771362305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.043217}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.043217}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025364160537719727 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.121132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.121132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03543901443481445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.198178}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.198178}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0252230167388916 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.265649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.265649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02749347686767578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.360684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.360684}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05105018615722656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.474787}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.474787}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02845025062561035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.563109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.563109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028813838958740234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:00:59', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 11583.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1273.0}, {"feature": 11.0}, {"feature": 2194.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1273.0}, {"feature": 12.0}, {"feature": 2217.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006657460207171124
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011229997596402493
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005414799670688808
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032737255096435547 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 777
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.668837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.668837}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031247377395629883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.7614}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.7614}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02573084831237793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.846308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.846308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0353238582611084 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550860.940092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550860.940092}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05256509780883789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.034869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.034869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03148031234741211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.111349}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.111349}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029331207275390625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.196843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.196843}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03910493850708008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.292566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.292566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028681278228759766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.377111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.377111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047904253005981445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.468101}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.468101}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025341272354125977 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1273.0}, {"feature": 11.0}, {"feature": 2194.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1273.0}, {"feature": 10.0}, {"feature": 2171.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42046:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42046", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006666499281907813
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011225606082836928
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005417409702204168
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005092620849609375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 778
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.565047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.565047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03728604316711426 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.660761}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.660761}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04916667938232422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.759971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.759971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03680300712585449 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42046:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42046', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.840022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.840022}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024350404739379883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.907674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.907674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02476048469543457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550861.973188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550861.973188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044725894927978516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.069404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.069404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037340641021728516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.160143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.160143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053130149841308594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.254628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.254628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.058089494705200195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.364359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.364359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04111647605895996 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21766:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006678973210871516
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011223792753642058
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005420019733719528
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036461353302001953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 779
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.500266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.500266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03235149383544922 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.57285}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.57285}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03227996826171875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21766:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '21766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.645225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.645225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028048276901245117 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.719997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.719997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03545331954956055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.798741}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.798741}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03891396522521973 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.888621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.888621}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030645370483398438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550862.974916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550862.974916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025549888610839844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.062359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.062359}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042413949966430664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.159138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.159138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04764604568481445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.256427}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.256427}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04542899131774902 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006682104886306498
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011216936266942859
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005425519775599241
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002967357635498047 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 780
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.409834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.409834}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03304791450500488 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.491986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.491986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021956443786621094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.564015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.564015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024129629135131836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.640397}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.640397}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.046910762786865234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.742267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.742267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02736687660217285 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.820126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.820126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02457141876220703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.905775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.905775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022254228591918945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550863.989254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550863.989254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025400161743164062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550864.071062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.071062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032662391662597656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550864.152575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550864.152575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02432870864868164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000669015219098818
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011212005646113927
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005431019817478955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035276412963867188 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 781
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 9.34600830078125e-05 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.325304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.325304}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022026777267456055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.403191}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.403191}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037430763244628906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.483522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.483522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027008056640625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550864.560772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.560772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0276336669921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957293}, "timestamp": {"timestamp": 1683550864.637303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.637303}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03183293342590332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996441}, "timestamp": {"timestamp": 1683550864.726067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.726067}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02799534797668457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969494}, "timestamp": {"timestamp": 1683550864.808396}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.808396}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02293682098388672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997331}, "timestamp": {"timestamp": 1683550864.901673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550864.901673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05658459663391113 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997627}, "timestamp": {"timestamp": 1683550865.012918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.012918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03350496292114258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 1945.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006696602584623858
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011206284524307266
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005431934841908514
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002881765365600586 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 782
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99978644}, "timestamp": {"timestamp": 1683550865.127978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.127978}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02448749542236328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99957407}, "timestamp": {"timestamp": 1683550865.212466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.212466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07543492317199707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996096}, "timestamp": {"timestamp": 1683550865.352939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.352939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04147005081176758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963963}, "timestamp": {"timestamp": 1683550865.445252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.445252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02701282501220703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996654}, "timestamp": {"timestamp": 1683550865.521613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.521613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03569626808166504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996877}, "timestamp": {"timestamp": 1683550865.616072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.616072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03935360908508301 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970716}, "timestamp": {"timestamp": 1683550865.722754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.722754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03163337707519531 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995744}, "timestamp": {"timestamp": 1683550865.802128}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.802128}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03514814376831055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9995981}, "timestamp": {"timestamp": 1683550865.906074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.906074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02609539031982422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961925}, "timestamp": {"timestamp": 1683550865.974938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550865.974938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0343785285949707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006699332453567406
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011199386423733028
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005432849866338074
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036165714263916016 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 783
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99963826}, "timestamp": {"timestamp": 1683550866.096103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.096103}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024728775024414062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996555}, "timestamp": {"timestamp": 1683550866.164186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.164186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04215502738952637 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967116}, "timestamp": {"timestamp": 1683550866.271287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.271287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026747703552246094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99968547}, "timestamp": {"timestamp": 1683550866.340205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.340205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03082275390625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996986}, "timestamp": {"timestamp": 1683550866.420554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.420554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03249096870422363 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997106}, "timestamp": {"timestamp": 1683550866.505925}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.505925}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035143136978149414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99972177}, "timestamp": {"timestamp": 1683550866.583277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.583277}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030942440032958984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997321}, "timestamp": {"timestamp": 1683550866.656642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.656642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024135351181030273 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99965584}, "timestamp": {"timestamp": 1683550866.720975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.720975}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04296875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996677}, "timestamp": {"timestamp": 1683550866.835364}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550866.835364}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04809069633483887 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006697961850607369
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011192307389674085
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005433685146272182
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026471614837646484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 784
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996788}, "timestamp": {"timestamp": 1683550867.017416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.017416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03312802314758301 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99961174}, "timestamp": {"timestamp": 1683550867.110204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.110204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03208422660827637 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99962384}, "timestamp": {"timestamp": 1683550867.205561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.205561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03207731246948242 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996352}, "timestamp": {"timestamp": 1683550867.285933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.285933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030662059783935547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99964595}, "timestamp": {"timestamp": 1683550867.373387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.373387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03728175163269043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996561}, "timestamp": {"timestamp": 1683550867.452745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.452745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024927139282226562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996656}, "timestamp": {"timestamp": 1683550867.5182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.5182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04443955421447754 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996747}, "timestamp": {"timestamp": 1683550867.608515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.608515}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032355308532714844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99968326}, "timestamp": {"timestamp": 1683550867.687594}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.687594}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03265810012817383 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969137}, "timestamp": {"timestamp": 1683550867.764721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550867.764721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030751466751098633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:07', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12772:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12772", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1273.0}, {"feature": 12.0}, {"feature": 2217.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1273.0}, {"feature": 12.0}, {"feature": 2217.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006698285058959369
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011185179920752233
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005434520426206291
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031557083129882812 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 785
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969906}, "timestamp": {"timestamp": 1683550868.19585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.19585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03725910186767578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996442}, "timestamp": {"timestamp": 1683550868.281096}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.281096}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02670884132385254 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996527}, "timestamp": {"timestamp": 1683550868.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02349090576171875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996608}, "timestamp": {"timestamp": 1683550868.427941}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.427941}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04002070426940918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996685}, "timestamp": {"timestamp": 1683550868.523176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.523176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028488874435424805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99967587}, "timestamp": {"timestamp": 1683550868.613239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.613239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03478884696960449 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9996829}, "timestamp": {"timestamp": 1683550868.693677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.693677}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03615546226501465 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99968964}, "timestamp": {"timestamp": 1683550868.806072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.806072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047551631927490234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12772:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '12772', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99969614}, "timestamp": {"timestamp": 1683550868.94062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550868.94062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04117774963378906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99970233}, "timestamp": {"timestamp": 1683550869.03151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.03151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033048391342163086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1620.0}, {"feature": 6.0}, {"feature": 1620.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2397.0}, {"feature": 6.0}, {"feature": 2397.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1620.0}, {"feature": 6.0}, {"feature": 1620.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2305.0}, {"feature": 5.0}, {"feature": 2305.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.10:57766:94.23.23.52:443", "ip_d": "94.23.23.52", "ip_o": "10.100.200.10", "port_d": "443", "port_o": "57766", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1620.0}, {"feature": 6.0}, {"feature": 1620.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2397.0}, {"feature": 6.0}, {"feature": 2397.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4674:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4674", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006697601884598761
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011178078790163733
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005435225320979953
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002834796905517578 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 786
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997083}, "timestamp": {"timestamp": 1683550869.159694}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.159694}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047518014907836914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99971396}, "timestamp": {"timestamp": 1683550869.253027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.253027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04498767852783203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997195}, "timestamp": {"timestamp": 1683550869.347905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.347905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02328658103942871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997248}, "timestamp": {"timestamp": 1683550869.420567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.420567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028682947158813477 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9997299}, "timestamp": {"timestamp": 1683550869.501363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550869.501363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03376030921936035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354
+timestamp: "08/05/2023 13:01:09"
+ip_o: "10.100.200.10"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.10:57766:94.23.23.52:443"
+protocol: "TCP"
+port_o: "57766"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355085e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 32
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.8800310270162299
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.98999935}, "timestamp": {"timestamp": 1683550870.45938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550870.45938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030005455017089844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354
+timestamp: "08/05/2023 13:01:09"
+ip_o: "10.100.200.10"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.10:57766:94.23.23.52:443"
+protocol: "TCP"
+port_o: "57766"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355085e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 33
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6197612410178408
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.98999935}, "timestamp": {"timestamp": 1683550871.159473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.159473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024821043014526367 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.10', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.10:57766:94.23.23.52:443', 'protocol': 'TCP', 'port_o': '57766', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:01:09"
+ip_o: "10.100.200.10"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.10:57766:94.23.23.52:443"
+protocol: "TCP"
+port_o: "57766"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355085e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 34
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6733630420058034
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550871.902943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.902943}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0363306999206543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550871.981307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550871.981307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04016304016113281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.074072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.074072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05062460899353027 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4674:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '4674', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2849:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2849", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:48016:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "48016", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006694214651804877
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011171378461152658
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005434520426206291
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025510787963867188 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 787
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.212245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.212245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028081417083740234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.289004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.289004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.048981428146362305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.395649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.395649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04171347618103027 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.495597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.495597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033919572830200195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.571316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.571316}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0730440616607666 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2849:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '2849', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.701411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.701411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04677772521972656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.800716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.800716}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02830052375793457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.874806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.874806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037201881408691406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550872.954672}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550872.954672}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024936914443969727 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.021467}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.021467}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030828237533569336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:48016:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '48016', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2532:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2532", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1483.0}, {"feature": 7.0}, {"feature": 1900.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24520:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24520", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006693433046868061
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011164309304918874
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005435225320979953
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024056434631347656 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 788
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.150891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.150891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044867753982543945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.244793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.244793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0380399227142334 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.329154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.329154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047438621520996094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2532:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2532', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.442478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.442478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03315567970275879 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.522745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.522745}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031061649322509766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.59847}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.59847}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036917924880981445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24520:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '24520', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.685638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.685638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040628910064697266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.777035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.777035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061219215393066406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550873.893461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550873.893461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05930805206298828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.005452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.005452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032537221908569336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 19.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 7.0}, {"feature": 664.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006696773967847313
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011157626240218957
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005435930215753615
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025892257690429688 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 789
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.11083}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.11083}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03316044807434082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.21291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.21291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05065655708312988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.312058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.312058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04291677474975586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.397573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.397573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023651838302612305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.476424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.476424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031003236770629883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.55231}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.55231}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0607147216796875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.66287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.66287}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05900073051452637 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550874.80996}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550874.80996}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.20404744148254395 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.069419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.069419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.1100151538848877 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.228251}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.228251}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05115222930908203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000670389436727649
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001115235580883001
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005437470099423081
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032694339752197266 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 790
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.376144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.376144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03070855140686035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.451115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.451115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03398728370666504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.527579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.527579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029016733169555664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.601138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.601138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032820940017700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.684255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.684255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03316903114318848 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.765082}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.765082}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03058028221130371 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.840354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.840354}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040221214294433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.922587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.922587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029221296310424805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550875.997522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550875.997522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02921748161315918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.069286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.069286}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03353595733642578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006708987345671759
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001114622329406215
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005439009983092546
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034971237182617188 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 791
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.176639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.176639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03264737129211426 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.255125}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.255125}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028896331787109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.327673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.327673}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04157519340515137 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.415025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.415025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.041010379791259766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.531077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.531077}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028102397918701172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.614189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.614189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029307842254638672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.704832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.704832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049152374267578125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.79753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.79753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02672576904296875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.867849}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.867849}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02823805809020996 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550876.939721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550876.939721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032727718353271484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42034:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42034", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42046:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42046", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42046:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42046", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006713518724986117
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011139913334798598
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005440280074253678
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031850337982177734 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 792
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.041256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.041256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04653644561767578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.141133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.141133}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03625988960266113 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.232412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.232412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0341644287109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.329822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.329822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03161811828613281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42034:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42034', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.410887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.410887}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029164791107177734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42046:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42046', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.491914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.491914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03336644172668457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42046:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42046', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.569081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.569081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0409395694732666 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.686088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.686088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032274723052978516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.761749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.761749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027965545654296875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.838042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.838042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027730941772460938 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006718143404867796
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011133647953420602
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000544155016541481
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037178993225097656 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 793
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550877.956617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550877.956617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02857065200805664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.034261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.034261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03133440017700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.131601}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.131601}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061077117919921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.247413}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.247413}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040294647216796875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.357168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.357168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0302278995513916 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.434582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.434582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03278660774230957 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.510738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.510738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05080056190490723 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.611158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.611158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035573482513427734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.703911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.703911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027434587478637695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550878.792135}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550878.792135}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03336000442504883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000672697852616684
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011129415945811028
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442044930532575
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0039520263671875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 794
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.367674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.367674}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029271364212036133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.449992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.449992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05904078483581543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.568145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.568145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042548179626464844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.654246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.654246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027939796447753906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.724682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.724682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026713848114013672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.809245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.809245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036823272705078125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.888835}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.888835}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024801254272460938 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550879.956012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550879.956012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03588604927062988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.05367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.05367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030382394790649414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.137035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.137035}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03125143051147461 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:19', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47298:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47298", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 19971.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 3204.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006741490289012451
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001112992835148122
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0045549869537353516 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 795
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.296054}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.296054}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.044147491455078125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.413955}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.413955}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0335080623626709 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47298:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '47298', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.511854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.511854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04488658905029297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.601924}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.601924}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028920650482177734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.672477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.672477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029358386993408203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.744403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.744403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03464031219482422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.834855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.834855}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036061763763427734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550880.933751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550880.933751}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028145313262939453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.013615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.013615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04069232940673828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.107273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.107273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028752565383911133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 588.0}, {"feature": 8.0}, {"feature": 1053.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2306.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744934145177494
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011123358830947066
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036330223083496094 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 796
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.222691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.222691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02636551856994629 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.299434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.299434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025683164596557617 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.386038}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.386038}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027449607849121094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.462291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.462291}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025815963745117188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.536042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.536042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035942792892456055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.614483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.614483}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034041643142700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.696321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.696321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03984498977661133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.788393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.788393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03084421157836914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.860158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.860158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025289058685302734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550881.926469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550881.926469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032174110412597656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744034842201222
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001111640732839406
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036542415618896484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 797
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.066539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.066539}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035523176193237305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.174441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.174441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0529327392578125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.269816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.269816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03388261795043945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.361964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.361964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03945636749267578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.443686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.443686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038451194763183594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.526642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.526642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029012203216552734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.608383}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.608383}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037915706634521484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.703524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.703524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024967193603515625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.789137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.789137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025316238403320312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.856115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.856115}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02917003631591797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006743229109120502
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011109463264700737
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029244422912597656 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 798
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550882.960771}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550882.960771}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03772568702697754 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.047985}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.047985}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02318120002746582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.11378}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.11378}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024349689483642578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.187748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.187748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028906822204589844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.263883}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.263883}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03594541549682617 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.347432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.347432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0252685546875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.421332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.421332}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024405241012573242 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.499917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.499917}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027327537536621094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.585223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.585223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028087615966796875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.66152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.66152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025867462158203125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006740797370513703
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011102721494401064
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026979446411132812 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 799
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.812147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.812147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02673792839050293 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.891934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.891934}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02905583381652832 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550883.97211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550883.97211}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027428388595581055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.051812}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.051812}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027489662170410156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.141447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.141447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029484272003173828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.216901}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.216901}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05122971534729004 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.317561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.317561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029364824295043945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.397053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.397053}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023089170455932617 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.467749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.467749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025130033493041992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.538204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.538204}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029071569442749023 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006738772736571264
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001109592771094178
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035872459411621094 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 800
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.725154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.725154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028500080108642578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.79989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.79989}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03030848503112793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.885987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.885987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032831430435180664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550884.968521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550884.968521}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04535794258117676 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.072188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.072188}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03543806076049805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.158215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.158215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0426332950592041 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.244967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.244967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06514358520507812 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.354634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.354634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03301405906677246 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.432066}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.432066}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029700040817260742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.511111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.511111}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0289154052734375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006736773008087676
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011089143497906848
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0033829212188720703 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 801
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.644202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.644202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031090497970581055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.731429}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.731429}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027085065841674805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.832748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.832748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030315160751342773 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550885.9245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550885.9245}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03879094123840332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.014735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.014735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028367280960083008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.092098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.092098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02785968780517578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.16193}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.16193}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03922247886657715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.254636}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.254636}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031661033630371094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.335535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.335535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030843257904052734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.438097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.438097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05121278762817383 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1446.0}, {"feature": 9.0}, {"feature": 3606.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006736286582995411
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011082236461203445
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002729177474975586 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 802
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.826037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.826037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02475881576538086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.896461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.896461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02553701400756836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550886.986793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550886.986793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02638840675354004 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.064088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.064088}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02598118782043457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.147808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.147808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03207802772521973 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.23695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.23695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04392409324645996 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.344318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.344318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023746967315673828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02637457847595215 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.518264}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.518264}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02376413345336914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.598923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.598923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02265191078186035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:16153:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "16153", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:44428:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "44428", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006732777633662492
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011075779583425004
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002351522445678711 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 803
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.711772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.711772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027684688568115234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.788271}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.788271}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026763916015625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.856609}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.856609}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02270340919494629 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.920708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.920708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022777080535888672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:16153:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '16153', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550887.998511}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550887.998511}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026016950607299805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.066014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.066014}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02624344825744629 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.133557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.133557}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032634735107421875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.232822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.232822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047469377517700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.35915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.35915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0594329833984375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:44428:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '44428', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.485579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.485579}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029671430587768555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:28012:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "28012", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 199.0}, {"feature": 5.0}, {"feature": 465.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006733452288760568
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011068906027611582
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003875732421875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 804
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.598905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.598905}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03444647789001465 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.685766}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.685766}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04586386680603027 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.793585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.793585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05274653434753418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550888.91908}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550888.91908}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03851795196533203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.00866}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.00866}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03570199012756348 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.106486}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.106486}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026334285736083984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.188192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.188192}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04880404472351074 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.291617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.291617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03410029411315918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:28012:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '28012', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.37816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.37816}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029166460037231445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.448391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.448391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0359957218170166 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:61540:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "61540", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46281:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46281", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006730009813978111
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011062459444148903
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020339488983154297 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 805
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.553461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.553461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026624202728271484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.624389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.624389}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03503084182739258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.706273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.706273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05145978927612305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.813817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.813817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025231122970581055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550889.914489}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550889.914489}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03417038917541504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:61540:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '61540', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.002581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.002581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026556015014648438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.091495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.091495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030721664428710938 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.174498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.174498}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039132118225097656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46281:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '46281', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.266189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.266189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0278475284576416 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550336.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.348695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.348695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03842926025390625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31282:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31282", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 24.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006728140918495221
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011055721906576017
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442044930532575
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003761768341064453 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 806
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.46505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.46505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04040050506591797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.572161}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.572161}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030064105987548828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.646963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.646963}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029044628143310547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.718048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.718048}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03414034843444824 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31282:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '31282', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.799267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.799267}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04623842239379883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.903447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.903447}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04295182228088379 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550890.995781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550890.995781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024054765701293945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.067473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.067473}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026414155960083008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.138919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.138919}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022849559783935547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.209141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.209141}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03953886032104492 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54431:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54431", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1283.0}, {"feature": 11.0}, {"feature": 3215.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1308.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006726510843545974
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011048966810684316
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000544155016541481
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029878616333007812 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 807
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.33283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.33283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03480052947998047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54431:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54431', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.413273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.413273}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02270960807800293 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.498026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.498026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042063236236572266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.585461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.585461}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026278018951416016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.656343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.656343}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028772592544555664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.732491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.732491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03384518623352051 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.812891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.812891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02286505699157715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.888565}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.888565}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03795170783996582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550891.970212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550891.970212}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031568288803100586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.066403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.066403}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038938045501708984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006724109282886545
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011042338214954067
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005440280074253678
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020215511322021484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 808
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.180718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.180718}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02983689308166504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.254453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.254453}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030059814453125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.327886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.327886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02691793441772461 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.406469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.406469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025740623474121094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.476842}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.476842}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04669690132141113 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.573655}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.573655}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05467057228088379 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.686341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.686341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02858257293701172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.767785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.767785}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03348541259765625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.845948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.845948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0234682559967041 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550892.915607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550892.915607}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034372806549072266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 14379.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 15777.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 17175.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42048:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42048", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 21768.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42048:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42048", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 21768.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 13.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1592.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006730786490320874
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011037143520061376
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000544155016541481
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028400421142578125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 809
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.02496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.02496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03839874267578125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.137363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.137363}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029647111892700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.226651}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.226651}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025536537170410156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.319902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.319902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04008150100708008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.40422}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.40422}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04395413398742676 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.493468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.493468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053671836853027344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.613412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.613412}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026136398315429688 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.684793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.684793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02353525161743164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42048:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42048', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.750449}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.750449}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03398895263671875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42048:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42048', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.827522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.827522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03082108497619629 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006733183606016093
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001103053908352504
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442044930532575
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.009227752685546875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 810
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550893.932952}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550893.932952}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02690887451171875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.006182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.006182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03360581398010254 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.085019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.085019}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04247641563415527 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.173113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.173113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03789210319519043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.266772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.266772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04391646385192871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.356311}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.356311}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029321670532226562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.432017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.432017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03160214424133301 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.510027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.510027}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026573896408081055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.594025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.594025}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03589129447937012 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550894.683576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550894.683576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05281972885131836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006740498175653921
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001102570187069709
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031702518463134766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 811
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.191171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.191171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028592824935913086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.271327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.271327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05628776550292969 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.370104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.370104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04575061798095703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.470496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.470496}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05958080291748047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.591753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.591753}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03745126724243164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.672323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.672323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05276656150817871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.769889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.769889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03126692771911621 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.890637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.890637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04034590721130371 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550895.975402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550895.975402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03891324996948242 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.077105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.077105}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03710341453552246 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:35', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14783:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14783", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2480.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 21369.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006744573363034155
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011019521686260118
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0030422210693359375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 812
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.200518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.200518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03132057189941406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.289469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.289469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05440187454223633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.397695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.397695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04575085639953613 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.492445}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.492445}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05995297431945801 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.598971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.598971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03587698936462402 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.683891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.683891}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039891719818115234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14783:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14783', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.776564}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.776564}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026717424392700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.849405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.849405}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03321695327758789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550896.950862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550896.950862}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05834484100341797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.070851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.070851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024710893630981445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12050:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550300.0}, "features": [{"feature": 30.0}, {"feature": 26.0}, {"feature": 1483.0}, {"feature": 13.0}, {"feature": 3787.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2769.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 21.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1401:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1401", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 588.0}, {"feature": 9.0}, {"feature": 1442.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006761640578916188
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011023476100552084
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0048139095306396484 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 813
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.192747}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.192747}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02765679359436035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12050:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550336.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.282325}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.282325}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02666187286376953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.350393}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02507472038269043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.418505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.418505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022973299026489258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.491278}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.491278}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02205491065979004 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.555258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.555258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02737259864807129 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.62553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.62553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03335690498352051 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.704997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.704997}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0409550666809082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.814392}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.814392}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03136038780212402 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1401:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1401', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550897.907828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550897.907828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030537843704223633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:37', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 5.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 18573.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006774241008615026
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011022559694017432
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003905773162841797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 814
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.059967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.059967}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027482032775878906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.160137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.160137}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04812049865722656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.264791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.264791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038545846939086914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.351806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.351806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02362990379333496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.416765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.416765}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02559208869934082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.492698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.492698}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02531743049621582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.563479}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.563479}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04182791709899902 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.657518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.657518}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040749311447143555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.749691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.749691}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.061719655990600586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.853315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.853315}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021332502365112305 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006774829167078472
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011015808092919707
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450100288726389
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0029447078704833984 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 815
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550898.948108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550898.948108}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02403998374938965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.030439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.030439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024910688400268555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.117749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.117749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04360485076904297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.214201}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.214201}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.051573991775512695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.322918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.322918}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033746957778930664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.410508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.410508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026645660400390625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.51818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.51818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03616023063659668 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.6031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.6031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0229032039642334 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.670878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.670878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032337188720703125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.78492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.78492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027234554290771484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:38', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006771848114594297
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011009385076411887
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020682811737060547 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 816
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.878596}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.878596}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02248859405517578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550899.943754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550899.943754}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02329564094543457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.009786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.009786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0464479923248291 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.099126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.099126}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02056574821472168 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.167536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.167536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03524017333984375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.249465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.249465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.019880294799804688 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.312199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.312199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02022552490234375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.388438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.388438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02522587776184082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.457487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.457487}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02208685874938965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.523292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.523292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026389360427856445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:39', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006768633037260671
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0011003028623237509
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022268295288085938 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 817
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.632452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.632452}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02809429168701172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.706203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.706203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021829843521118164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.770722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.770722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033003807067871094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.856351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.856351}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024734020233154297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550900.924029}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550900.924029}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02887439727783203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.005983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.005983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0380711555480957 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.091536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.091536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04852771759033203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.187516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.187516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04445338249206543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.280748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.280748}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05106329917907715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.377645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.377645}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021735191345214844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:40', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006766339634775132
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010996496388784361
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0021393299102783203 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 818
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.463153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.463153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021836042404174805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.528355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.528355}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021242618560791016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.602583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.602583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0428767204284668 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.68948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.68948}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03204751014709473 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.765734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.765734}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039613962173461914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.846976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.846976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02050185203552246 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.909198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.909198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023447513580322266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550901.985912}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550901.985912}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026272058486938477 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.069561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.069561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026090383529663086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.153708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.153708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04188227653503418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:41', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006766189134228287
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010989781813482739
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032625198364257812 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 819
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.43379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.43379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031629323959350586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.50986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.50986}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029294729232788086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.587633}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.587633}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0403590202331543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.673499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.673499}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03638863563537598 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.755829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.755829}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03511667251586914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.835169}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.835169}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027470827102661133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550902.913537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550902.913537}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03346443176269531 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.000258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.000258}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03262805938720703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.086527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.086527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04882025718688965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.195117}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.195117}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035050392150878906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:42', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63862:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63862", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006763898818640084
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010983274259219883
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003343820571899414 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 820
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.309561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.309561}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04856109619140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.417824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.417824}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03470802307128906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.504779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.504779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028684616088867188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.591906}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.591906}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03573298454284668 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.689951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.689951}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04951310157775879 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.783915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.783915}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026450157165527344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63862:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '63862', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.854095}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.854095}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027929306030273438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550903.92576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550903.92576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03069162368774414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.003017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.003017}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.13132667541503906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.192218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.192218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08082079887390137 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:43', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32443:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32443", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42036:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000676208895409364
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010976705610649133
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005442539695650339
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.011511802673339844 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 821
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.370327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.370327}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03436684608459473 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.463198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.463198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03332233428955078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.574263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.574263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07030224800109863 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32443:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '32443', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.740485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.740485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.09521842002868652 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550904.893062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550904.893062}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05716896057128906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.003323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.003323}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03973054885864258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.094263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.094263}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052181243896484375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42036:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.200536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.200536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03533577919006348 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.287409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.287409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07628440856933594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.423416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.423416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0377805233001709 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:44', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36189:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36189", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13244:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13244", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 7.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 8.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47292:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47292", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 6.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 146.0}, {"feature": 3.0}, {"feature": 438.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006761192361124023
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010970056831743511
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005446014693006873
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004800558090209961 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 822
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.567676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.567676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03510928153991699 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.648725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.648725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03140759468078613 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36189:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36189', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.755196}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.755196}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029024362564086914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.82868}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.82868}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02848076820373535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13244:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13244', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.908151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.908151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03573274612426758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550905.997727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550905.997727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02459263801574707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.075791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.075791}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03985595703125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.167886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.167886}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03367352485656738 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47292:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47292', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.25253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.25253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03817296028137207 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.356342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.356342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04218912124633789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:45', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29147:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29147", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:34541:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "34541", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24158:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24158", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006762283159938176
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010963434735112455
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002757549285888672 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 823
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.501136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.501136}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049877166748046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29147:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '29147', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.607151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.607151}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02974104881286621 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.68617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.68617}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024573564529418945 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.756566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.756566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03144979476928711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.841566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.841566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028363704681396484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.921377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.921377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026488304138183594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:34541:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '34541', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550906.990081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550906.990081}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027477025985717773 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24158:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24158', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.06039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.06039}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03770017623901367 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.141856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.141856}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03503894805908203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.221015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.221015}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026844024658203125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1592.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 20.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2050.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2050.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3652.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:65151:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "65151", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1273.0}, {"feature": 13.0}, {"feature": 2240.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3629.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006762833216677429
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010956791509115324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028998851776123047 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 824
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.31939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.31939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029140710830688477 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.412252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.412252}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029504776000976562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.526297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.526297}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027120351791381836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.627641}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.627641}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03251838684082031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.70876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.70876}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04219532012939453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.798987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.798987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04256319999694824 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.887444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.887444}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036327362060546875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550907.967163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550907.967163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029293537139892578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.040333}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.040333}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02743077278137207 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:65151:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '65151', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.114254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.114254}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03396177291870117 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:47', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2480.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:54913:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "54913", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2306.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2334.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 17.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 18.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42054:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42054", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006760705309694238
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010950319380419852
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449489690363407
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0027806758880615234 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 825
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.225822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.225822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03482770919799805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.326004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.326004}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03433966636657715 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.411475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.411475}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027663707733154297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:54913:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '54913', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.497061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.497061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03975486755371094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.602001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.602001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032492637634277344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.679746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.679746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0352783203125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.797402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.797402}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02695322036743164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.887319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.887319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0296628475189209 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550908.966051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550908.966051}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026280879974365234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.037042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.037042}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024870634078979492 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:48', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42054:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42054', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 19971.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006759399831459629
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001094375308928298
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005449794989544898
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002212047576904297 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 826
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.138104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.138104}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027420520782470703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.208781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.208781}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026171207427978516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.291869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.291869}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035527706146240234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.375571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.375571}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02398371696472168 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.447037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.447037}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03102850914001465 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.531738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.531738}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03171086311340332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.613175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.613175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034850120544433594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.69714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.69714}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02570819854736328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.776841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.776841}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031352996826171875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.858028}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.858028}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033895015716552734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006760643531755288
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010937192958973504
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450100288726389
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003643512725830078 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 827
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550909.962758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550909.962758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02834010124206543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.038298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.038298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025567293167114258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.138877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.138877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03807187080383301 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.228545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.228545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02433466911315918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.307492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.307492}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027982711791992188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.386214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.386214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.08877730369567871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.548463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.548463}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022952556610107422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.630833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.630833}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026464223861694336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.703892}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.703892}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03034830093383789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550910.81945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550910.81945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04643821716308594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:49', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 4593.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 5991.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 2796.0}, {"feature": 2.0}, {"feature": 2796.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 4593.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 1712.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006764604409021698
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010931179854337064
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450125026982278
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0047490596771240234 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 828
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.237871}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.237871}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026993751525878906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.331669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.331669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02582097053527832 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.414795}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.414795}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03343653678894043 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.498466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.498466}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035359859466552734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.587541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.587541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028496503829956055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.664459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.664459}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045220375061035156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.757187}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.757187}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024961471557617188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.826268}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.826268}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025815963745117188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550911.908045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550911.908045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031838417053222656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.007472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.007472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04465436935424805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:51', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 4593.0}, {"feature": 5.0}, {"feature": 7389.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 8787.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 10185.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49904:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49904", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550700.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 621.0}, {"feature": 3.0}, {"feature": 621.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 581.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 15.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 6.0}, {"feature": 2311.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1881.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006775097202917446
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010928756397691607
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450149765238166
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036690235137939453 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 829
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.167715}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.167715}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03352212905883789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.253811}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.253811}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03753471374511719 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.345026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.345026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02613377571105957 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.421656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.421656}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04264330863952637 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.537434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.537434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030383825302124023 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49904:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49904', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.626808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.626808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04656529426574707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.735954}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.735954}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05865836143493652 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.867433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.867433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02420663833618164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550912.934203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550912.934203}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027520418167114258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.008439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.008439}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03589320182800293 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:52', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15184:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15184", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550600.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2706.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1492.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006784773856704404
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010925723826410295
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005450845055747777
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0032253265380859375 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 830
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.115284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.115284}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029198169708251953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.189819}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.189819}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02814936637878418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.262154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.262154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033322811126708984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.348808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.348808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024982690811157227 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.426814}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.426814}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027323484420776367 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.512536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.512536}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04992055892944336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.613796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.613796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04537463188171387 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.709554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.709554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029595613479614258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.801306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.801306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03839731216430664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15184:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15184', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.886476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.886476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03167986869812012 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15989:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15989", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006788570157736406
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010919695740525767
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005451540346257389
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003247499465942383 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 831
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550913.985729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550913.985729}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037012577056884766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.075194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.075194}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03714919090270996 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.174158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.174158}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024540424346923828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.24936}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.24936}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04479694366455078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.350582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.350582}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03187823295593262 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.432438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.432438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047179222106933594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15989:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '15989', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.5253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.5253}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02377629280090332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.603662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.603662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023177146911621094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.671846}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.671846}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.036305904388427734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.752913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.752913}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.059537410736083984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:53', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006792866924325398
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010913834346514037
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005455670179799199
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028221607208251953 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 832
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.90562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.90562}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02771925926208496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550914.996246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550914.996246}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030917882919311523 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.114118}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.114118}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05814075469970703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.227999}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.227999}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07249832153320312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.361625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.361625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.059938669204711914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.477299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.477299}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024499177932739258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.548575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.548575}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027279376983642578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.636224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.636224}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026361465454101562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.723634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.723634}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023805856704711914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.806134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.806134}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031035423278808594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:54', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 19.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2329.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 29.0}, {"feature": 25.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 28.0}, {"feature": 24.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006797932102210766
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001090825992653811
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000545980001334101
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026683807373046875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 833
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550915.938506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550915.938506}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02585625648498535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.041472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.041472}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027611255645751953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.124057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.124057}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034459829330444336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.212237}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.212237}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03136277198791504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.287504}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.287504}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02463555335998535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.355639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.355639}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0303955078125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.430326}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.430326}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035639286041259766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.511055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.511055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0283200740814209 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.589658}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.589658}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0270998477935791 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.661202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.661202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025420188903808594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:55', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006799231523735007
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010901782749624081
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034492015838623047 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 834
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.778225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.778225}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02544999122619629 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.857143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.857143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029694557189941406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550916.931522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550916.931522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029024839401245117 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.008578}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.008578}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028191089630126953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.08743}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.08743}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02761363983154297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.159893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.159893}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022093772888183594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.226154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.226154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02725815773010254 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.306872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.306872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026505708694458008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.384739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.384739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02630138397216797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.455215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.455215}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02669072151184082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:56', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2485.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006798402719969253
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010895279071005078
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460510146804154
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026175975799560547 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 835
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.552256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.552256}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025750398635864258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.629605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.629605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021757125854492188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.716938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.716938}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0314786434173584 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.793524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.793524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02402639389038086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.871813}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.871813}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022348880767822266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550917.946522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550917.946522}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028110742568969727 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.022087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.022087}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025719642639160156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.101501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.101501}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045986175537109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.194384}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.194384}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04336428642272949 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.299859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.299859}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04359078407287598 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:57', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006795578949408534
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010889066530793915
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0023343563079833984 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 836
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.41344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.41344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027045011520385742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.494416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.494416}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026797056198120117 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.570292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.570292}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030109167098999023 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.667686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.667686}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04489302635192871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.78742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.78742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03478884696960449 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550918.899438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550918.899438}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.054110050201416016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.02318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.02318}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04242396354675293 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.11669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.11669}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02471637725830078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.190605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.190605}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038602590560913086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550919.274171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550919.274171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02646636962890625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:01:58', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683550800.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006795628257807937
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010882559861406555
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460510146804154
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034880638122558594 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 837
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.570375}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.570375}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03605222702026367 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.668026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.668026}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025114059448242188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.735563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.735563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03400015830993652 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.822602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.822602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04297494888305664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550920.93272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550920.93272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03491067886352539 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550848.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.020341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.020341}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038484811782836914 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.105728}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.105728}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0399928092956543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.191977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.191977}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027919769287109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.266782}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.266782}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021162748336791992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.334209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.334209}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02100992202758789 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:00', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006793963832353955
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010876171347296059
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002470731735229492 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 838
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.438129}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.438129}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03175067901611328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.520707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.520707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04565787315368652 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.618654}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.618654}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04073953628540039 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.702665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.702665}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056421756744384766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.805507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.805507}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02858114242553711 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.87872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.87872}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04176664352416992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550921.979881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550921.979881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04506683349609375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.100385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.100385}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06677389144897461 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.223649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.223649}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02653217315673828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.303419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.303419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04190683364868164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:01', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:23214:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "23214", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1593.0}, {"feature": 3.0}, {"feature": 1593.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:26994:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "26994", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1511.0}, {"feature": 3.0}, {"feature": 1511.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006791202981259199
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010869981604137938
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000545980001334101
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003083467483520508 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 839
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.421877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.421877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04052925109863281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.530495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.530495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038110971450805664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:23214:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '23214', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.620113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.620113}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04804515838623047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.731034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.731034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03787660598754883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.834821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.834821}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026205778121948242 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.910508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.910508}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02813887596130371 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550922.990456}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550922.990456}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034972429275512695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.070261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.070261}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05529308319091797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.175902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.175902}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03370976448059082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.254451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.254451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029760360717773438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:02', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:26994:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '26994', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1544.0}, {"feature": 3.0}, {"feature": 1544.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14009:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14009", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2812.0}, {"feature": 4.0}, {"feature": 2812.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006787973965401761
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010863912069053563
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005455670179799199
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020623207092285156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 840
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.372836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.372836}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04507136344909668 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.467295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.467295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031071186065673828 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.553894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.553894}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028549671173095703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.638946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.638946}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037461042404174805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.72123}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.72123}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.037566423416137695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.80914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.80914}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04405522346496582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.899173}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.899173}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035764455795288086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550923.979555}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550923.979555}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03920412063598633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550924.077274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.077274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03235626220703125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14009:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '14009', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9933327}, "timestamp": {"timestamp": 1683550924.153933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550924.153933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030687332153320312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:03', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7134:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7134", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45404:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45404", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 1548.0}, {"feature": 3.0}, {"feature": 1548.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 20.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42042:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42042", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006789468693509299
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010857537648700727
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000545980001334101
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0034372806549072266 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 841
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:No KPIs sent to monitoring server
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0001575946807861328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.396587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.396587}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03318023681640625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.480799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.480799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027716636657714844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7134:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7134', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.556198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.556198}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045690298080444336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.64717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.64717}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03438854217529297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.728602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.728602}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032434701919555664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.837216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.837216}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03350996971130371 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550924.923879}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550924.923879}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03442955017089844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45404:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '45404', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.020172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.020172}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027420759201049805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.107911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.107911}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04320979118347168 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:04', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42042:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42042', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42042:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42042", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:52964:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "52964", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 1516.0}, {"feature": 3.0}, {"feature": 1516.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 18.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 31.0}, {"feature": 27.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:49860:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "49860", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 30.0}, {"feature": 26.0}, {"feature": 1250.0}, {"feature": 15.0}, {"feature": 3250.0}, {"feature": 26.0}, {"feature": 26.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000679167978727699
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010851277718081024
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460155080072582
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003417491912841797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 842
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.24229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.24229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04532337188720703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42042:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42042', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.342205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.342205}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03878021240234375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.446206}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.446206}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045218467712402344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.552394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.552394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03909015655517578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:52964:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '52964', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.645723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.645723}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0372622013092041 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.733409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.733409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026021480560302734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.827171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.827171}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032076358795166016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:49860:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '49860', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550925.929777}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550925.929777}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025079727172851562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550926.019045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.019045}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02539992332458496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550926.112202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.112202}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03443312644958496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:05', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 23.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13233:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13233", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1460.0}, {"feature": 10.0}, {"feature": 3280.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3227.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1227.0}, {"feature": 5.0}, {"feature": 1227.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2313.0}, {"feature": 5.0}, {"feature": 2313.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1227.0}, {"feature": 5.0}, {"feature": 1227.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2313.0}, {"feature": 5.0}, {"feature": 2313.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.15:59218:91.121.140.167:443", "ip_d": "91.121.140.167", "ip_o": "10.100.200.15", "port_d": "443", "port_o": "59218", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 1227.0}, {"feature": 5.0}, {"feature": 1227.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 2213.0}, {"feature": 4.0}, {"feature": 2213.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 13.0}, {"feature": 21369.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000680579602746525
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010852572597528135
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005460510146804154
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036973953247070312 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 843
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 1.0}, "timestamp": {"timestamp": 1683550926.23628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.23628}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024368762969970703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.9998983}, "timestamp": {"timestamp": 1683550926.309611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.309611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02452373504638672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99990296}, "timestamp": {"timestamp": 1683550926.384926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.384926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025862455368041992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99990714}, "timestamp": {"timestamp": 1683550926.466569}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.466569}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027012109756469727 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13233:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13233', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.999911}, "timestamp": {"timestamp": 1683550926.537722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 0}, "timestamp": {"timestamp": 1683550926.537722}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028171539306640625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:02:06"
+ip_o: "10.100.200.15"
+ip_d: "91.121.140.167"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.15:59218:91.121.140.167:443"
+protocol: "TCP"
+port_o: "59218"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355098e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 35
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6842516050091945
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550927.294147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.294147}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03752779960632324 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:02:06"
+ip_o: "10.100.200.15"
+ip_d: "91.121.140.167"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.15:59218:91.121.140.167:443"
+protocol: "TCP"
+port_o: "59218"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355098e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 36
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.5006814820226282
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550927.891746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550927.891746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03133082389831543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.15', 'ip_d': '91.121.140.167', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.15:59218:91.121.140.167:443', 'protocol': 'TCP', 'port_o': '59218', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:02:06"
+ip_o: "10.100.200.15"
+ip_d: "91.121.140.167"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.15:59218:91.121.140.167:443"
+protocol: "TCP"
+port_o: "59218"
+port_d: "443"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355098e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 37
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.5491672999924049
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.516469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.516469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02338433265686035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.597676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.597676}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02586960792541504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.681983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.681983}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035997867584228516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:06', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 11583.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006818800806829273
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001085271191782329
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005467075097840279
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003778696060180664 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 844
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.812274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.812274}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025565385818481445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550928.90666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550928.90666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038491249084472656 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.001283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.001283}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03458523750305176 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.093369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.093369}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03613758087158203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.207881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.207881}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02858138084411621 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.304695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.304695}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04799151420593262 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.411357}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.411357}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027248859405517578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.488851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.488851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024805068969726562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.568345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.568345}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042449951171875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.66112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.66112}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026077985763549805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:08', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 146.0}, {"feature": 1.0}, {"feature": 146.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006828939090290013
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010850286637468659
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005473640048876405
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.01785755157470703 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 845
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.786822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.786822}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05199480056762695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.891888}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.891888}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02959275245666504 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550929.97904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550929.97904}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05634164810180664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.084736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.084736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02887701988220215 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.168481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.168481}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.043469905853271484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.256576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.256576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04087567329406738 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.344186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.344186}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.11081123352050781 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.522016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.522016}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040883541107177734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.638796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.638796}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02833724021911621 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550930.719606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550930.719606}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04056596755981445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:09', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:29344:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "29344", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 16.0}, {"feature": 14.0}, {"feature": 1158.0}, {"feature": 6.0}, {"feature": 1853.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1645.0}, {"feature": 5.0}, {"feature": 1712.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42058:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42058", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 22767.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36586:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36586", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.000683648059247546
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001084608775629494
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000547441013623029
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004210710525512695 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 846
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.251476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.251476}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03484988212585449 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:29344:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '29344', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.342662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.342662}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02784562110900879 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42058:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42058', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.444987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.444987}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03392314910888672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.536735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.536735}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0243685245513916 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.636962}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.636962}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02980351448059082 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.724585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.724585}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02896904945373535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.815471}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.815471}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02975773811340332 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.901182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.901182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028649568557739258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36586:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '36586', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550931.989097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550931.989097}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05485677719116211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.093666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.093666}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06783032417297363 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:11', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37413:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37413", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 26.0}, {"feature": 25.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:59372:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "59372", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 24.0}, {"feature": 1192.0}, {"feature": 12.0}, {"feature": 2384.0}, {"feature": 25.0}, {"feature": 25.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 2672.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:31119:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "31119", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 13.0}, {"feature": 524.0}, {"feature": 6.0}, {"feature": 1306.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1886.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6625:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6625", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 132.0}, {"feature": 1.0}, {"feature": 132.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 146.0}, {"feature": 2.0}, {"feature": 292.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836823519971332
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010839687805277976
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005475180223584175
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0028297901153564453 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 847
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.247068}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.247068}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.047191619873046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.345808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.345808}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030997514724731445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.426583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.426583}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03121209144592285 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.51478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.51478}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030585050582885742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37413:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37413', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.611541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.611541}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038236379623413086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.695553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.695553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04605889320373535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:59372:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '59372', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.785408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.785408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03381681442260742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:31119:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '31119', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.871052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.871052}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0385894775390625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550932.960109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550932.960109}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05228447914123535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.05982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.05982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028650522232055664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:12', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6625:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6625', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 20.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1077:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1077", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006834256994995983
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010833552095437643
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000547441013623029
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0020928382873535156 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 848
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.172153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.172153}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030435800552368164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.247767}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.247767}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.032853126525878906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.33982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.33982}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06522059440612793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.452493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.452493}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.023614168167114258 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.522627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.522627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027747154235839844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.603775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.603775}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03099346160888672 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.680342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.680342}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029901981353759766 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.761132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.761132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025954008102416992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.839535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.839535}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03735637664794922 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1077:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1077', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550933.93581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550933.93581}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039044857025146484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:13', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 18.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2357.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56457:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56457", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 1250.0}, {"feature": 8.0}, {"feature": 2016.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 7.0}, {"feature": 2334.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:60566:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "60566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1398.0}, {"feature": 1.0}, {"feature": 1398.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006838353076243271
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010827827046132321
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005475180223584175
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003396749496459961 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 849
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.075896}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.075896}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0925753116607666 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.222878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.222878}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0657505989074707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.34023}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.34023}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026508331298828125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56457:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56457', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.418465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.418465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05953836441040039 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.534625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.534625}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07511210441589355 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:60566:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '60566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.665242}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.665242}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05155181884765625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.763293}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.763293}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.042929649353027344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.85527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.85527}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03067779541015625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550934.933627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550934.933627}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02707505226135254 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.013706}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.013706}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04872941970825195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:14', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 4593.0}, {"feature": 6.0}, {"feature": 10185.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 4593.0}, {"feature": 4.0}, {"feature": 7389.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 4593.0}, {"feature": 2.0}, {"feature": 4593.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 4593.0}, {"feature": 3.0}, {"feature": 5991.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836431507733377
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010821600705786664
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000547441013623029
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002373933792114258 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 850
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.140851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.140851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03857541084289551 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.225942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.225942}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04767775535583496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.318719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.318719}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04207301139831543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.406227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.406227}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05749392509460449 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.513132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.513132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030544281005859375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.591065}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.591065}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03503131866455078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.671228}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.671228}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02649831771850586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.74832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.74832}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025333404541015625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.819889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.819889}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029266357421875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.897418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.897418}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022690773010253906 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:30795:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "30795", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 23.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 26.0}, {"feature": 24.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25152:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25152", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 11.0}, {"feature": 2402.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 1968.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 21.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:15283:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "15283", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 20.0}, {"feature": 1244.0}, {"feature": 7.0}, {"feature": 1508.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2380.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42056:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 24165.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006835538990791235
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010815271972493886
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005475180223584175
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0024156570434570312 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 851
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550935.993543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550935.993543}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029170513153076172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:30795:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '30795', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.066663}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.066663}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03341317176818848 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.149132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.149132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02805948257446289 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.244647}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.244647}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03267383575439453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.325773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.325773}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03182840347290039 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25152:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25152', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.416726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.416726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024944782257080078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.505321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.505321}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0279848575592041 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:15283:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '15283', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.593313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.593313}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02311539649963379 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.687431}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.687431}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02527308464050293 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42056:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.761519}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.761519}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025233745574951172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:15', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 581.0}, {"feature": 2.0}, {"feature": 581.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 21.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 3199.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006836182254742603
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010808939407456627
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005478110106196254
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003542184829711914 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 852
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.891615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.891615}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03041815757751465 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550936.980805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550936.980805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03825569152832031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.0935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.0935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028179645538330078 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.184189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.184189}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034471750259399414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.276036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.276036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05236387252807617 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.387724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.387724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0265653133392334 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.484324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.484324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040291547775268555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.567749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.567749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.040737152099609375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.654553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.654553}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027994632720947266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.727046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.727046}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024098634719848633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:16', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 21.0}, {"feature": 18.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2196.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25442:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25442", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 22.0}, {"feature": 19.0}, {"feature": 1169.0}, {"feature": 8.0}, {"feature": 1758.0}, {"feature": 19.0}, {"feature": 19.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2196.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42044:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42044", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42044:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42044", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 16.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.00068353054879052
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010802632025960286
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481039988808334
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002947568893432617 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 853
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.833012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.833012}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027950525283813477 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.906818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.906818}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03115081787109375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25442:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25442', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550937.983138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550937.983138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028541088104248047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42044:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42044', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.05638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.05638}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03410840034484863 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42044:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42044', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.135763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.135763}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031737565994262695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.2145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.2145}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025578737258911133 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.291737}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.291737}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04174351692199707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.388182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.388182}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02488255500793457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.469799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.469799}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02991175651550293 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.556033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.556033}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027280569076538086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:17', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006832550001708001
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010796605387317702
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005478110106196254
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025157928466796875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 854
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.686758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.686758}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04355287551879883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.808074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.808074}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03143501281738281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.896916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.896916}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025962114334106445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550938.968226}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550938.968226}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0329129695892334 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.047337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.047337}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028644800186157227 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.121513}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.121513}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034954071044921875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.206613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.206613}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03020501136779785 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.286152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.286152}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04335927963256836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.380175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.380175}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03150343894958496 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550939.457558}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550939.457558}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04632091522216797 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:18', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 6.0}, {"feature": 6.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006832092141934087
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001079029803160059
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481039988808334
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003564119338989258 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 855
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.210573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.210573}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03372836112976074 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.303873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.303873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0416102409362793 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.424576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.424576}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025560617446899414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.498709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.498709}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03379964828491211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.576631}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.576631}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026529312133789062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.646826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.646826}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038014888763427734 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.729308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.729308}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03548479080200195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.809772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.809772}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03381681442260742 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550940.925793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550940.925793}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030965089797973633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.006424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.006424}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026880264282226562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:20', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:53678:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "53678", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 4593.0}, {"feature": 7.0}, {"feature": 11583.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 6.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006829053704805289
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001078435941909586
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005478110106196254
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0019392967224121094 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 856
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.112391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.112391}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02387237548828125 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.179524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.179524}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03149056434631348 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.286568}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.286568}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03331732749938965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.364223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.364223}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02297353744506836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:53678:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '53678', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.43138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.43138}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026204347610473633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.53567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.53567}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024886131286621094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.615505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.615505}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04092884063720703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.715441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.715441}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04432249069213867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.814939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.814939}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022760391235351562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.893976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.893976}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02376389503479004 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12591:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12591", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 24.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:13088:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "13088", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2659.0}, {"feature": 24.0}, {"feature": 24.0}, {"feature": 1469.0}, {"feature": 10.0}, {"feature": 3222.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:4079:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "4079", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:45832:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "45832", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 17.0}, {"feature": 903.0}, {"feature": 8.0}, {"feature": 1521.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1016.0}, {"feature": 5.0}, {"feature": 1597.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36879:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36879", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1361.0}, {"feature": 7.0}, {"feature": 1882.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2352.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006834130584508997
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010779089129838227
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481039988808334
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0035533905029296875 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 857
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550941.99468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550941.99468}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03061819076538086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.095992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.095992}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07351183891296387 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.240423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.240423}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0457768440246582 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12591:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12591', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.332428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.332428}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026506662368774414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.412176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.412176}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021515846252441406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.48806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.48806}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03710365295410156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:13088:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '13088', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.578851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.578851}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.045468807220458984 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:4079:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '4079', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.69376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.69376}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03433847427368164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:45832:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '45832', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.78229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.78229}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03251004219055176 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36879:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36879', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.860786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.860786}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02799510955810547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:21', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:12226:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "12226", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 1783.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 14.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1446.0}, {"feature": 4.0}, {"feature": 1446.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7056:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7056", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 1244.0}, {"feature": 8.0}, {"feature": 2284.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1446.0}, {"feature": 5.0}, {"feature": 1876.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006838605991816517
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010773602434459785
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481514963321388
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002808809280395508 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 858
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550942.980485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550942.980485}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03026556968688965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:12226:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '12226', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.07432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.07432}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05034685134887695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.171491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.171491}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03162193298339844 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.269933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.269933}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0244600772857666 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.339377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.339377}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021322011947631836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7056:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7056', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.408243}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.408243}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03110790252685547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.488121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.488121}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028148651123046875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.57034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.57034}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028366804122924805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.646319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.646319}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02535724639892578 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.717726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.717726}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03536677360534668 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:22', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:63250:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "63250", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:18427:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "18427", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:14865:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "14865", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 23.0}, {"feature": 22.0}, {"feature": 1267.0}, {"feature": 10.0}, {"feature": 2340.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2508.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 17175.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 15777.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006842516939051675
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001076793899191986
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005481989937834442
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0031290054321289062 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 859
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.846387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.846387}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025644302368164062 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550943.919307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550943.919307}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025911331176757812 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:63250:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '63250', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.016179}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.016179}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0457766056060791 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.106752}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.106752}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026262521743774414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.187661}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.187661}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0215451717376709 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.258373}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.258373}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03849029541015625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:18427:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '18427', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.354964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.354964}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0269777774810791 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:14865:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '14865', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.424957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.424957}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025795459747314453 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.518944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.518944}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026451826095581055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.591099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.591099}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03417015075683594 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:23', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 14379.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42050:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42050", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42060:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42060", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 6.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 22767.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1909:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1909", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006843447036158596
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010761711266753773
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005485049914568663
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002557516098022461 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 860
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.710451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.710451}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.024977684020996094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.780098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.780098}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02720189094543457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.853721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.853721}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025909900665283203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550944.927724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550944.927724}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033774375915527344 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42050:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42050', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.007183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.007183}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0284116268157959 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42060:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42060', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.084244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.084244}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02187490463256836 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.14991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.14991}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04453420639038086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.238739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.238739}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.07189083099365234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.357563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.357563}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.021074533462524414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.425736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.425736}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030165433883666992 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:24', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1909:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1909', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:32137:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "32137", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47546:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47546", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47546:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47546", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:47546:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "47546", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006847531580973014
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010756126889918925
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005488109891302884
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.004270792007446289 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 861
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.546803}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.546803}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.038434505462646484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.638611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.638611}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030684471130371094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.731289}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.731289}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030393362045288086 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.846143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.846143}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03559088706970215 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:32137:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '32137', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550945.931642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550945.931642}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.053142547607421875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47546:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47546', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.047265}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.047265}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0421137809753418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47546:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47546', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.133971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.133971}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022910594940185547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:47546:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '47546', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.207637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.207637}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028835535049438477 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.293552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.293552}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04459118843078613 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.385031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.385031}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026562929153442383 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:25', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 17.0}, {"feature": 16.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:62983:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "62983", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 17.0}, {"feature": 1460.0}, {"feature": 7.0}, {"feature": 2009.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2068.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 18.0}, {"feature": 15.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:57664:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "57664", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 19.0}, {"feature": 16.0}, {"feature": 1169.0}, {"feature": 5.0}, {"feature": 1169.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:25464:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "25464", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 549.0}, {"feature": 9.0}, {"feature": 1582.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24285:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24285", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24285:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24285", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006864010013333088
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001076075482648512
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005492144846357405
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.005345344543457031 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 862
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.490457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.490457}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039890289306640625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.574961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.574961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025789737701416016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.650616}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.650616}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025933027267456055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.730923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.730923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034377098083496094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:62983:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '62983', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.824495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.824495}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029284000396728516 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550946.911328}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550946.911328}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02991628646850586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:57664:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '57664', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.019058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.019058}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03186440467834473 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.110266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.110266}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031887054443359375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:25464:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '25464', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.223907}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.223907}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030903339385986328 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24285:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24285', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.319731}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.319731}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034172773361206055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9975987672805786, 'timestamp': '08/05/2023 13:02:26', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24285:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24285', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:24285:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "24285", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42038:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42038", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 1174.0}, {"feature": 2.0}, {"feature": 1174.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006870567244326487
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010756241543406232
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005496179801411927
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0037384033203125 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 863
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.432239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.432239}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02571845054626465 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:24285:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '24285', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.518214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.518214}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03139758110046387 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42038:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42038', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.605411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.605411}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030282258987426758 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.690001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.690001}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030595064163208008 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.773545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.773545}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026997804641723633 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.849085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.849085}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025156497955322266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550947.922922}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550947.922922}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025713205337524414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.016935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.016935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.022071361541748047 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.090566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.090566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026079177856445312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.163301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.163301}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03754734992980957 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:27', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 10.0}, {"feature": 10.0}, {"feature": 2744.0}, {"feature": 5.0}, {"feature": 4092.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006870331321638163
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010750017298565976
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005497529928106815
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003395557403564453 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 864
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.789921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.789921}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03953361511230469 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.888626}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.888626}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030307769775390625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550948.975973}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550948.975973}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.034751176834106445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.068036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.068036}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03483271598815918 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.163394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.163394}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.033428192138671875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.253132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.253132}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02485036849975586 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.332708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.332708}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04087018966674805 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.428181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.428181}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027279138565063477 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.517419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.517419}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026573896408081055 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.612116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.612116}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.26387739181518555 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:28', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 9.0}, {"feature": 7232.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 2744.0}, {"feature": 7.0}, {"feature": 5662.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1657:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1657", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 16.0}, {"feature": 16.0}, {"feature": 2744.0}, {"feature": 10.0}, {"feature": 7454.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:46583:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "46583", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006868952846240705
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010743878023860242
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005498880054801702
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0036590099334716797 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 865
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550949.964298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550949.964298}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05505180358886719 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.068494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.068494}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03680610656738281 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.156699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.156699}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029880523681640625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.236604}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.236604}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027009010314941406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.320632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.320632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0272674560546875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1657:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '1657', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.404055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.404055}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039934396743774414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.524061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.524061}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029874086380004883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.605566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.605566}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02877044677734375 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.711324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.711324}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.039838314056396484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:46583:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '46583', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.811257}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.811257}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04328727722167969 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:29', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56388:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56388", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 16.0}, {"feature": 15.0}, {"feature": 1192.0}, {"feature": 7.0}, {"feature": 1324.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1615.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:11510:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "11510", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 24.0}, {"feature": 21.0}, {"feature": 925.0}, {"feature": 7.0}, {"feature": 2014.0}, {"feature": 22.0}, {"feature": 22.0}, {"feature": 1469.0}, {"feature": 9.0}, {"feature": 2503.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 17.0}, {"feature": 17.0}, {"feature": 4593.0}, {"feature": 14.0}, {"feature": 19971.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42062:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42062", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550800.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 18.0}, {"feature": 18.0}, {"feature": 4593.0}, {"feature": 15.0}, {"feature": 21369.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:21996:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "21996", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1384.0}, {"feature": 11.0}, {"feature": 2363.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 8.0}, {"feature": 2073.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006868473604868874
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010737682320150668
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000550091004697606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0025327205657958984 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 866
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550950.932338}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550950.932338}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04494762420654297 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56388:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56388', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.028926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.028926}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02786731719970703 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.10465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.10465}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03367209434509277 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:11510:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '11510', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.214873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.214873}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030881166458129883 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.295589}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.295589}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030284643173217773 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42062:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42062', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550848.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.373742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.373742}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.031049251556396484 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.46056}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.46056}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03601241111755371 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:21996:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '21996', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.592817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.592817}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04225969314575195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.722154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.722154}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04264974594116211 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.830588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.830588}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0295562744140625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:30', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42647:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42647", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56148:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56148", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 4.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006865021017258675
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001073196905704032
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005498880054801702
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0022156238555908203 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 867
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550951.93352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550951.93352}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03371262550354004 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.01434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.01434}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025445938110351562 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42647:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '42647', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.092367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.092367}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06455731391906738 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.221218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.221218}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03444361686706543 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.304632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.304632}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026473283767700195 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.378295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.378295}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04980206489562988 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56148:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '56148', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.474577}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.474577}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.056803226470947266 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.57727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.57727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.05486035346984863 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.677404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.677404}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02274155616760254 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.751469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.751469}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027166366577148438 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9974504113197327, 'timestamp': '08/05/2023 13:02:31', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:40302:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "40302", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 6.0}, {"feature": 5.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 21.0}, {"feature": 21.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42052:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42052", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 4593.0}, {"feature": 16.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 4593.0}, {"feature": 10.0}, {"feature": 15777.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 4593.0}, {"feature": 9.0}, {"feature": 14379.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 4593.0}, {"feature": 12.0}, {"feature": 18573.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 4593.0}, {"feature": 11.0}, {"feature": 17175.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006862179622159249
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001072611156533878
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005497529928106815
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.002254009246826172 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 868
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.848854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.848854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030846118927001953 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550952.931727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550952.931727}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025107860565185547 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.019168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.019168}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026437997817993164 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:40302:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '40302', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.104935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.104935}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029881954193115234 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.18854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.18854}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04712033271789551 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.298945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.298945}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0560460090637207 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42052:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42052', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.403956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.403956}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.029616355895996094 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.486409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.486409}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027738571166992188 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.560306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.560306}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03532600402832031 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.673755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.673755}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.06377053260803223 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:32', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42064:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42064", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 4593.0}, {"feature": 8.0}, {"feature": 12981.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 14.0}, {"feature": 13.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:7771:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "7771", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 15.0}, {"feature": 14.0}, {"feature": 977.0}, {"feature": 7.0}, {"feature": 2144.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 2.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:20663:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "20663", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 3.0}, {"feature": 100.0}, {"feature": 1.0}, {"feature": 100.0}, {"feature": 2.0}, {"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 14.0}, {"feature": 12.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006862067655254031
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010719938770754683
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005498880054801702
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0026001930236816406 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 869
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.825272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.825272}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02655816078186035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42064:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42064', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.903219}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.903219}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.028376340866088867 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550953.987523}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550953.987523}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02479839324951172 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:7771:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '7771', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.067221}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.067221}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02742934226989746 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.14344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.14344}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.027010440826416016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.222516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.222516}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.052575111389160156 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.329255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.329255}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0387115478515625 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.418163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.418163}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03140425682067871 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.499857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.499857}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026084184646606445 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:20663:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '20663', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.57379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.57379}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0345766544342041 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:33', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1162.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 12.0}, {"feature": 10.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:2794:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "2794", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550700.0}, "features": [{"feature": 13.0}, {"feature": 11.0}, {"feature": 551.0}, {"feature": 5.0}, {"feature": 750.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 581.0}, {"feature": 3.0}, {"feature": 727.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 13.0}, {"feature": 13.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:56595:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "56595", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 13.0}, {"feature": 12.0}, {"feature": 1283.0}, {"feature": 6.0}, {"feature": 1350.0}, {"feature": 12.0}, {"feature": 12.0}, {"feature": 1469.0}, {"feature": 5.0}, {"feature": 1469.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 27.0}, {"feature": 24.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 25.0}, {"feature": 22.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:37575:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "37575", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 26.0}, {"feature": 23.0}, {"feature": 1043.0}, {"feature": 6.0}, {"feature": 1242.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 1469.0}, {"feature": 11.0}, {"feature": 3657.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.5:59848:94.23.23.52:80", "ip_d": "94.23.23.52", "ip_o": "10.100.200.5", "port_d": "80", "port_o": "59848", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 731.0}, {"feature": 3.0}, {"feature": 731.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 633.0}, {"feature": 3.0}, {"feature": 633.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006868358714848586
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001071538106788932
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.000550091004697606
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.003947734832763672 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 870
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.731749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.731749}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.026042938232421875 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.811707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.811707}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04161810874938965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550954.916746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550954.916746}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02964329719543457 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:2794:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '2794', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550720.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.025433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.025433}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03034663200378418 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.108047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.108047}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.0322415828704834 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.18923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.18923}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025696277618408203 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:56595:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '56595', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.273877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.273877}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03225994110107422 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.356144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.356144}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025670766830444336 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.43597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.43597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03625178337097168 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:37575:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '37575', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99999934}, "timestamp": {"timestamp": 1683550955.523551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550955.523551}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.025177955627441406 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:02:34', 'ip_o': '10.100.200.5', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.5:59848:94.23.23.52:80', 'protocol': 'TCP', 'port_o': '59848', 'port_d': '80', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354
+timestamp: "08/05/2023 13:02:34"
+ip_o: "10.100.200.5"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.5:59848:94.23.23.52:80"
+protocol: "TCP"
+port_o: "59848"
+port_d: "80"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355098e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 38
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.7723657939932309
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.5:59848:94.23.23.52:80", "ip_d": "94.23.23.52", "ip_o": "10.100.200.5", "port_d": "80", "port_o": "59848", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 731.0}, {"feature": 3.0}, {"feature": 731.0}, {"feature": 5.0}, {"feature": 5.0}, {"feature": 633.0}, {"feature": 3.0}, {"feature": 633.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.5:59848:94.23.23.52:80", "ip_d": "94.23.23.52", "ip_o": "10.100.200.5", "port_d": "80", "port_o": "59848", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 731.0}, {"feature": 3.0}, {"feature": 731.0}, {"feature": 4.0}, {"feature": 4.0}, {"feature": 562.0}, {"feature": 2.0}, {"feature": 562.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 9.0}, {"feature": 9.0}, {"feature": 1016.0}, {"feature": 4.0}, {"feature": 1451.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:1778:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "1778", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 549.0}, {"feature": 4.0}, {"feature": 616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 1016.0}, {"feature": 3.0}, {"feature": 1016.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:42040:192.168.1.115:443", "ip_d": "192.168.1.115", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "42040", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550600.0}, "features": [{"feature": 9.0}, {"feature": 8.0}, {"feature": 293.0}, {"feature": 1.0}, {"feature": 293.0}, {"feature": 23.0}, {"feature": 23.0}, {"feature": 4593.0}, {"feature": 17.0}, {"feature": 25563.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36036:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36036:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:36036:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "36036", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 2.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:6267:192.168.1.198:443", "ip_d": "192.168.1.198", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "6267", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683550500.0}, "features": [{"feature": 20.0}, {"feature": 19.0}, {"feature": 1384.0}, {"feature": 12.0}, {"feature": 2752.0}, {"feature": 20.0}, {"feature": 20.0}, {"feature": 1469.0}, {"feature": 6.0}, {"feature": 1904.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006882743584500021
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.001071762991215837
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005502940039150417
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.0044977664947509766 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 871
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550956.411199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99749935}, "timestamp": {"timestamp": 1683550956.411199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550956.411199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550956.411199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550956.411199}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03716254234313965 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9999993443489075, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.5', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.5:59848:94.23.23.52:80', 'protocol': 'TCP', 'port_o': '59848', 'port_d': '80', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.999999344
+timestamp: "08/05/2023 13:02:36"
+ip_o: "10.100.200.5"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.5:59848:94.23.23.52:80"
+protocol: "TCP"
+port_o: "59848"
+port_d: "80"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355098e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 39
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.6097800550051033
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.121769}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.99799937}, "timestamp": {"timestamp": 1683550957.121769}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.121769}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.121769}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.121769}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03179216384887695 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9899993538856506, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.5', 'ip_d': '94.23.23.52', 'tag_name': 'Crypto', 'tag': 1, 'flow_id': '10.100.200.5:59848:94.23.23.52:80', 'protocol': 'TCP', 'port_o': '59848', 'port_d': '80', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Crypto attack detected
+INFO:root:Notifying the Attack Mitigator component about the attack in order to block the connection...
+INFO:root:Sending the connection information to the Attack Mitigator component...
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation request: confidence: 0.989999354
+timestamp: "08/05/2023 13:02:36"
+ip_o: "10.100.200.5"
+ip_d: "94.23.23.52"
+tag_name: "Crypto"
+tag: 1
+flow_id: "10.100.200.5:59848:94.23.23.52:80"
+protocol: "TCP"
+port_o: "59848"
+port_d: "80"
+ml_id: "crypto_5g_rf_spider_features.onnx"
+service_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+ }
+}
+endpoint_id {
+ topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+ }
+ device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+ }
+ endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+ }
+}
+time_start: 1.68355059e+09
+time_end: 1.68355098e+09
+
+DEBUG:l3_attackmitigator.client.l3_attackmitigatorClient:PerformMitigation result:
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:am_notification_times length: 40
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:last am_notification_time: 0.573403952002991
+INFO:root:Attack Mitigator notified
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.773961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550957.773961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.773961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.773961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.773961}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02692437171936035 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.850828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550957.850828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.850828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.850828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.850828}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03650975227355957 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550957.944725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550957.944725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.944725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.944725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550957.944725}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03044748306274414 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:1778:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '1778', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.036477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.036477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.036477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.036477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.036477}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03297257423400879 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.115', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:42040:192.168.1.115:443', 'protocol': 'TCP', 'port_o': '42040', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550592.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.129597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.129597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.129597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.129597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.129597}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02575230598449707 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36036:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.203408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.203408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.203408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.203408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.203408}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.035372257232666016 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 0.9978645443916321, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36036:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.286682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.286682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.286682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.286682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.286682}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.04996514320373535 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:36036:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '36036', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550958.418554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550958.418554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.418554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.418554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550958.418554}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03211569786071777 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:36', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.198', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:6267:192.168.1.198:443', 'protocol': 'TCP', 'port_o': '6267', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550464.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, metrics processed"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds request: {"message": ""}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetFeaturesIds reply: {"auto_features": [3.0, 5.0, 7.0, 8.0, 9.0, 17.0, 19.0, 21.0, 22.0, 23.0]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig request: {"sampling_mode": 3, "sampling_rate": 0.8, "sampling_snapshots": 100.0, "time_to_stabilize": 2.0}
+INFO:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Received scalability config request for Exp 3
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sampling snapshots: 100.0
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sampling rate: 0.800000011920929
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sampling mode: Last
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:GetScalabilityConfig reply: {"message": "CSV generated"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Starting async prediction accuracy analysis exp 3
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Correct csv load: True
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 5.0}, {"feature": 4.0}, {"feature": 328.0}, {"feature": 2.0}, {"feature": 328.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 12.0}, {"feature": 11.0}, {"feature": 5220.0}, {"feature": 6.0}, {"feature": 5220.0}, {"feature": 15.0}, {"feature": 15.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 10.0}, {"feature": 9.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 11.0}, {"feature": 11.0}, {"feature": 2744.0}, {"feature": 6.0}, {"feature": 4314.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 8.0}, {"feature": 7.0}, {"feature": 2824.0}, {"feature": 4.0}, {"feature": 2824.0}, {"feature": 8.0}, {"feature": 8.0}, {"feature": 2744.0}, {"feature": 4.0}, {"feature": 2744.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 11.0}, {"feature": 10.0}, {"feature": 4029.0}, {"feature": 5.0}, {"feature": 4029.0}, {"feature": 14.0}, {"feature": 14.0}, {"feature": 2744.0}, {"feature": 8.0}, {"feature": 5884.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 7.0}, {"feature": 6.0}, {"feature": 1616.0}, {"feature": 3.0}, {"feature": 1616.0}, {"feature": 7.0}, {"feature": 7.0}, {"feature": 2522.0}, {"feature": 3.0}, {"feature": 2522.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 3.0}, {"feature": 2.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 1.0}, {"feature": 0.0}, {"feature": 0.0}, {"feature": 0.0}]}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics reply: {"message": "Ok, information received"}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:AnalyzeConnectionStatistics request: {"connection_metadata": {"endpoint_id": {"device_id": {"device_uuid": {"uuid": "ed2388eb-5fb9-5888-a4f4-160267d3e19b"}}, "endpoint_uuid": {"uuid": "ff900d5d-2ac0-576c-9628-a2d016681f9d"}, "topology_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "topology_uuid": {"uuid": "c76135e3-24a8-5e92-9bed-c3c9139359c8"}}}, "flow_id": "10.100.200.3:50566:192.168.1.197:443", "ip_d": "192.168.1.197", "ip_o": "10.100.200.3", "port_d": "443", "port_o": "50566", "protocol": "TCP", "service_id": {"context_id": {"context_uuid": {"uuid": "43813baf-195e-5da6-af20-b3d0922e71a7"}}, "service_uuid": {"uuid": "5a45a53f-6116-4774-a1e3-b5cd40f767ea"}}, "time_end": 1683551000.0, "time_start": 1683551000.0}, "features": [{"feature": 4.0}, {"feature": 3.0}, {"feature": 202.0}, {"feature": 1.0}, {"feature": 202.0}, {"feature": 3.0}, {"feature": 3.0}, {"feature": 1123.0}, {"feature": 1.0}, {"feature": 1123.0}]}
+DEBUG:root:Performing inference... 3d7919c5-1875-4faa-a1b9-93866d877207
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:x_data.shape: (10, 10)
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Average inference time: 0.0006907791688417751
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Max inference time: 0.030769516015425324
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Min inference time: 0.0002900889958254993
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Standard deviation inference time: 0.0010736961115064435
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Median inference time: 0.0005506750021595508
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Inference performed in 0.010003805160522461 seconds
+INFO:root:Inference performed correctly
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:inference_results length: 872
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.150458}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.150458}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.150458}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.150458}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.150458}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.049768686294555664 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.252805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.252805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.252805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.252805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.252805}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.02921891212463379 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.335072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.335072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.335072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.335072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.335072}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.03594088554382324 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
+INFO:root:No attack detected
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Sending KPIs to monitoring server
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "17"}}, "kpi_value": {"int32Val": 1}, "timestamp": {"timestamp": 1683550966.426779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "18"}}, "kpi_value": {"floatVal": 0.996666}, "timestamp": {"timestamp": 1683550966.426779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "19"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.426779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "20"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.426779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi: {"kpi_id": {"kpi_id": {"uuid": "21"}}, "kpi_value": {"int32Val": 2}, "timestamp": {"timestamp": 1683550966.426779}}
+DEBUG:monitoring.client.MonitoringClient:IncludeKpi result: {}
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:KPIs sent to monitoring server
+
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:Monitoring KPIs performed in 0.030443191528320312 seconds
+DEBUG:l3_centralizedattackdetector.service.l3_centralizedattackdetectorServiceServicerImpl:cryptomining_detector_output: {'confidence': 1.0, 'timestamp': '08/05/2023 13:02:46', 'ip_o': '10.100.200.3', 'ip_d': '192.168.1.197', 'tag_name': 'Normal', 'tag': 0, 'flow_id': '10.100.200.3:50566:192.168.1.197:443', 'protocol': 'TCP', 'port_o': '50566', 'port_d': '443', 'ml_id': 'crypto_5g_rf_spider_features.onnx', 'service_id': context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+}
+service_uuid {
+ uuid: "5a45a53f-6116-4774-a1e3-b5cd40f767ea"
+}
+, 'endpoint_id': topology_id {
+ context_id {
+ context_uuid {
+ uuid: "43813baf-195e-5da6-af20-b3d0922e71a7"
+ }
+ }
+ topology_uuid {
+ uuid: "c76135e3-24a8-5e92-9bed-c3c9139359c8"
+ }
+}
+device_id {
+ device_uuid {
+ uuid: "ed2388eb-5fb9-5888-a4f4-160267d3e19b"
+ }
+}
+endpoint_uuid {
+ uuid: "ff900d5d-2ac0-576c-9628-a2d016681f9d"
+}
+, 'time_start': 1683550976.0, 'time_end': 1683550976.0}
diff --git a/manifests/l3_attackmitigatorservice.yaml b/manifests/l3_attackmitigatorservice.yaml
index a01ae50058d702e90d0861c26644923ebe45c13e..abac0bed514f8c9af275d2ab0bda510df5a70e89 100644
--- a/manifests/l3_attackmitigatorservice.yaml
+++ b/manifests/l3_attackmitigatorservice.yaml
@@ -71,29 +71,6 @@ spec:
strategy:
type: Recreate
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
- name: l3-attackmitigatorservice-hpa
-spec:
- scaleTargetRef:
- apiVersion: apps/v1
- kind: Deployment
- name: l3-attackmitigatorservice
- minReplicas: 1
- maxReplicas: 10
- metrics:
- - type: Resource
- resource:
- name: cpu
- target:
- type: Utilization
- averageUtilization: 80
- behavior:
- scaleDown:
- stabilizationWindowSeconds: 120
-
---
apiVersion: monitoring.coreos.com/v1
kind: ServiceMonitor
diff --git a/manifests/l3_centralizedattackdetectorservice.yaml b/manifests/l3_centralizedattackdetectorservice.yaml
index 0432f20897391a843418fd61c8d6a14dad970c49..6f5c307c9b1f74471966ab028a9500a02bbb4fd7 100644
--- a/manifests/l3_centralizedattackdetectorservice.yaml
+++ b/manifests/l3_centralizedattackdetectorservice.yaml
@@ -70,29 +70,6 @@ spec:
targetPort: 10001
strategy:
type: Recreate
-
----
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
- name: l3-centralizedattackdetectorservice-hpa
-spec:
- scaleTargetRef:
- apiVersion: apps/v1
- kind: Deployment
- name: l3-centralizedattackdetectorservice
- minReplicas: 1
- maxReplicas: 10
- metrics:
- - type: Resource
- resource:
- name: cpu
- target:
- type: Utilization
- averageUtilization: 80
- behavior:
- scaleDown:
- stabilizationWindowSeconds: 120
---
apiVersion: monitoring.coreos.com/v1
kind: ServiceMonitor
diff --git a/proto/l3_centralizedattackdetector.proto b/proto/l3_centralizedattackdetector.proto
index 4fc8ab22bcaa22dfe60d46f988de3b9d4376b89e..f97245ef72b2db2504809bdba7ac08e380e78b72 100644
--- a/proto/l3_centralizedattackdetector.proto
+++ b/proto/l3_centralizedattackdetector.proto
@@ -70,7 +70,7 @@ message L3CentralizedattackdetectorBatchInput {
message L3ScalabilityConfig {
float time_to_stabilize = 1;
float sampling_rate = 2;
- float sampling_interval = 3;
+ float sampling_snapshots = 3;
int32 sampling_mode = 4;
}
diff --git a/scalability_accuracy.csv b/scalability_accuracy.csv
index 5b08d66cdce302d130a64935a4dba06be34070d9..61624b27c876324b6e1820ce97a3d5807c359516 100644
--- a/scalability_accuracy.csv
+++ b/scalability_accuracy.csv
@@ -1,4 +1 @@
-TIME_CONS OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP TIME_TO_STABILIZE
-60 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 |18/04/2023 09:11:32| 2
-60 0.998019814491272 1.0 3536.0 3.0 0.0 3533.0 7.0 1.0 |18/04/2023 10:20:22| 5
-0.800000011920929 0.9972761273384094 1.0 2938.0 3.0 0.0 2935.0 8.0 1.0 |19/04/2023 11:53:30| 3.0
+F1_SCORE_MACRO F1_SCORE_WEIGHTED BALANCED_ACCURACY PRECISION_SCORE RECALL_SCORE OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP_START TIMESTAMP_FINISH SAMPLING_SNAPSHOTS SAMPLING_RATE SAMPLING_MODE TIME_TO_STABILIZE
\ No newline at end of file
diff --git a/src/l3_centralizedattackdetector/service/cad_compare.py b/src/l3_centralizedattackdetector/service/cad_compare.py
new file mode 100644
index 0000000000000000000000000000000000000000..bd209633f28428c60a7f0c4f5dc4a4c7c3515d61
--- /dev/null
+++ b/src/l3_centralizedattackdetector/service/cad_compare.py
@@ -0,0 +1,755 @@
+# Copyright 2022-2023 ETSI TeraFlowSDN - TFS OSG (https://tfs.etsi.org/)
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from __future__ import print_function
+from datetime import datetime
+from datetime import timedelta
+
+import os
+import numpy as np
+import onnxruntime as rt
+import logging
+import time
+
+import csv
+from multiprocessing import Process
+from multiprocessing import Value
+
+from common.proto.l3_centralizedattackdetector_pb2 import Empty, AutoFeatures
+from common.proto.l3_centralizedattackdetector_pb2_grpc import L3CentralizedattackdetectorServicer
+
+from common.proto.l3_attackmitigator_pb2 import L3AttackmitigatorOutput
+
+from common.proto.monitoring_pb2 import KpiDescriptor
+from common.proto.kpi_sample_types_pb2 import KpiSampleType
+
+from monitoring.client.MonitoringClient import MonitoringClient
+from common.proto.monitoring_pb2 import Kpi
+
+from common.tools.timestamp.Converters import timestamp_utcnow_to_float
+from common.proto.context_pb2 import Timestamp, SliceId, ConnectionId
+
+from l3_attackmitigator.client.l3_attackmitigatorClient import l3_attackmitigatorClient
+
+import uuid
+
+import sklearn.metrics as metrics
+import numpy as np
+
+from common.method_wrappers.Decorator import MetricsPool, safe_and_metered_rpc_method
+
+LOGGER = logging.getLogger(__name__)
+current_dir = os.path.dirname(os.path.abspath(__file__))
+
+# Demo constants
+DEMO_MODE = True
+ATTACK_IPS = ["37.187.95.110", "91.121.140.167", "94.23.23.52", "94.23.247.226", "149.202.83.171"]
+TIME_START = time.time()
+METRICS_POOL = MetricsPool('l3_centralizedattackdetector', 'RPC')
+
+
+class ConnectionInfo:
+ def __init__(self, ip_o, port_o, ip_d, port_d):
+ self.ip_o = ip_o
+ self.port_o = port_o
+ self.ip_d = ip_d
+ self.port_d = port_d
+
+ def __eq__(self, other):
+ return (
+ self.ip_o == other.ip_o
+ and self.port_o == other.port_o
+ and self.ip_d == other.ip_d
+ and self.port_d == other.port_d
+ )
+
+ def __str__(self):
+ return "ip_o: " + self.ip_o + "\nport_o: " + self.port_o + "\nip_d: " + self.ip_d + "\nport_d: " + self.port_d
+
+
+class l3_centralizedattackdetectorServiceServicerImpl(L3CentralizedattackdetectorServicer):
+
+ """
+ Initialize variables, prediction model and clients of components used by CAD
+ """
+
+ def __init__(self):
+ LOGGER.info("Creating Centralized Attack Detector Service - Scalability Experiment 2")
+
+ self.inference_values = []
+ self.inference_results = []
+ self.cryptomining_detector_path = os.path.join(current_dir, "ml_model/cryptomining_detector/")
+ self.cryptomining_detector_file_name = os.listdir(self.cryptomining_detector_path)[0]
+ self.cryptomining_detector_model_path = os.path.join(
+ self.cryptomining_detector_path, self.cryptomining_detector_file_name
+ )
+ self.cryptomining_detector_model = rt.InferenceSession(self.cryptomining_detector_model_path)
+
+ # Load cryptomining detector features metadata from ONNX file
+ self.cryptomining_detector_features_metadata = list(
+ self.cryptomining_detector_model.get_modelmeta().custom_metadata_map.values()
+ )
+ self.cryptomining_detector_features_metadata = [float(x) for x in self.cryptomining_detector_features_metadata]
+ self.cryptomining_detector_features_metadata.sort()
+ LOGGER.info("Cryptomining Detector Features: " + str(self.cryptomining_detector_features_metadata))
+
+ self.input_name = self.cryptomining_detector_model.get_inputs()[0].name
+ self.label_name = self.cryptomining_detector_model.get_outputs()[0].name
+ self.prob_name = self.cryptomining_detector_model.get_outputs()[1].name
+
+ # Kpi values
+ self.l3_security_status = 0 # unnecessary
+ self.l3_ml_model_confidence = 0
+ self.l3_inferences_in_interval_counter = 0
+
+ self.l3_ml_model_confidence_normal = 0
+ self.l3_inferences_in_interval_counter_normal = 0
+
+ self.l3_ml_model_confidence_crypto = 0
+ self.l3_inferences_in_interval_counter_crypto = 0
+
+ self.l3_attacks = []
+ self.l3_unique_attack_conns = 0
+ self.l3_unique_compromised_clients = 0
+ self.l3_unique_attackers = 0
+
+ self.l3_non_empty_time_interval = False
+
+ self.monitoring_client = MonitoringClient()
+ self.service_ids = []
+ self.monitored_kpis = {
+ "l3_security_status": {
+ "kpi_id": None,
+ "description": "L3 - Confidence of the cryptomining detector in the security status in the last time interval of the service {service_id}",
+ "kpi_sample_type": KpiSampleType.KPISAMPLETYPE_L3_SECURITY_STATUS_CRYPTO,
+ "service_ids": [],
+ },
+ "l3_ml_model_confidence": {
+ "kpi_id": None,
+ "description": "L3 - Security status of the service in a time interval of the service {service_id} (“0†if no attack has been detected on the service and “1†if a cryptomining attack has been detected)",
+ "kpi_sample_type": KpiSampleType.KPISAMPLETYPE_ML_CONFIDENCE,
+ "service_ids": [],
+ },
+ "l3_unique_attack_conns": {
+ "kpi_id": None,
+ "description": "L3 - Number of attack connections detected in a time interval of the service {service_id} (attacks of the same connection [origin IP, origin port, destination IP and destination port] are only considered once)",
+ "kpi_sample_type": KpiSampleType.KPISAMPLETYPE_L3_UNIQUE_ATTACK_CONNS,
+ "service_ids": [],
+ },
+ "l3_unique_compromised_clients": {
+ "kpi_id": None,
+ "description": "L3 - Number of unique compromised clients of the service in a time interval of the service {service_id} (attacks from the same origin IP are only considered once)",
+ "kpi_sample_type": KpiSampleType.KPISAMPLETYPE_L3_UNIQUE_COMPROMISED_CLIENTS,
+ "service_ids": [],
+ },
+ "l3_unique_attackers": {
+ "kpi_id": None,
+ "description": "L3 - number of unique attackers of the service in a time interval of the service {service_id} (attacks from the same destination IP are only considered once)",
+ "kpi_sample_type": KpiSampleType.KPISAMPLETYPE_L3_UNIQUE_ATTACKERS,
+ "service_ids": [],
+ },
+ }
+ self.attackmitigator_client = l3_attackmitigatorClient()
+
+ # Environment variables
+ self.CLASSIFICATION_THRESHOLD = os.getenv("CAD_CLASSIFICATION_THRESHOLD", 0.5)
+ self.MONITORED_KPIS_TIME_INTERVAL_AGG = os.getenv("MONITORED_KPIS_TIME_INTERVAL_AGG", 60)
+
+ # Constants
+ self.NORMAL_CLASS = 0
+ self.CRYPTO_CLASS = 1
+
+ self.kpi_test = None
+ self.time_interval_start = None
+ self.time_interval_end = None
+
+ # CAD evaluation tests
+ self.cad_inference_times = []
+ self.cad_num_inference_measurements = 100
+
+ # AM evaluation tests
+ self.am_notification_times = []
+
+ # List of attack connections
+ self.attack_connections = []
+
+ # Accuracy metrics
+ self.correct_attack_conns = 0
+ self.correct_predictions = 0
+ self.attack_connections_len = Value('f', 0) # Must use multiprocessing.Value to share values between processes
+ self.total_predictions = Value('f', 0)
+ self.false_positives = Value('f', 0)
+ self.false_negatives = Value('f', 0)
+ self.overall_detection_acc = Value('f', 0)
+ self.cryptomining_attack_detection_acc = Value('f', 0)
+ self.confidence = Value('f', 0)
+
+ self.f1_score_macro = Value('f', 0)
+ self.f1_score_weighted = Value('f', 0)
+ self.balanced_accuracy = Value('f', 0)
+ self.precision_score = Value('f', 0)
+ self.recall_score = Value('f', 0)
+
+ self.y_true = []
+ self.y_pred = []
+
+ self.max_connection_time = 60
+ self.time_to_stabilize = 5
+
+ """
+ Create a monitored KPI for a specific service and add it to the Monitoring Client
+ -input:
+ + service_id: service ID where the KPI will be monitored
+ + kpi_name: name of the KPI
+ + kpi_description: description of the KPI
+ + kpi_sample_type: KPI sample type of the KPI (it must be defined in the kpi_sample_types.proto file)
+ -output: KPI identifier representing the KPI
+ """
+
+ def create_kpi(
+ self,
+ service_id,
+ kpi_name,
+ kpi_description,
+ kpi_sample_type,
+ ):
+ kpidescriptor = KpiDescriptor()
+ kpidescriptor.kpi_description = kpi_description
+ kpidescriptor.service_id.service_uuid.uuid = service_id.service_uuid.uuid
+ kpidescriptor.kpi_sample_type = kpi_sample_type
+ new_kpi = self.monitoring_client.SetKpi(kpidescriptor)
+
+ LOGGER.info("Created KPI {}".format(kpi_name))
+
+ return new_kpi
+
+ """
+ Create the monitored KPIs for a specific service, add them to the Monitoring Client and store their identifiers in the monitored_kpis dictionary
+ -input:
+ + service_id: service ID where the KPIs will be monitored
+ -output: None
+ """
+
+ def create_kpis(self, service_id, device_id, endpoint_id):
+ LOGGER.info("Creating KPIs for service {}".format(service_id))
+
+ # for now, all the KPIs are created for all the services from which requests are received
+ for kpi in self.monitored_kpis:
+ # generate random slice_id
+ slice_id = SliceId()
+ slice_id.slice_uuid.uuid = str(uuid.uuid4())
+
+ # generate random connection_id
+ connection_id = ConnectionId()
+ connection_id.connection_uuid.uuid = str(uuid.uuid4())
+
+ created_kpi = self.create_kpi(
+ service_id,
+ kpi,
+ self.monitored_kpis[kpi]["description"].format(service_id=service_id.service_uuid.uuid),
+ self.monitored_kpis[kpi]["kpi_sample_type"],
+ )
+ self.monitored_kpis[kpi]["kpi_id"] = created_kpi.kpi_id
+ self.monitored_kpis[kpi]["service_ids"].append(service_id.service_uuid.uuid)
+
+ LOGGER.info("Created KPIs for service {}\n".format(service_id))
+
+ def monitor_kpis(self):
+ monitor_inference_results = self.inference_results
+ monitor_service_ids = self.service_ids
+
+ self.assign_timestamp(monitor_inference_results)
+
+ non_empty_time_interval = self.l3_non_empty_time_interval
+
+ if non_empty_time_interval:
+ for service_id in monitor_service_ids:
+ #LOGGER.debug("service_id: {}".format(service_id))
+
+ self.monitor_compute_l3_kpi(service_id, monitor_inference_results)
+
+ # Demo mode inference results are erased
+ """if DEMO_MODE:
+ # Delete fist half of the inference results
+ LOGGER.debug("inference_results len: {}".format(len(self.inference_results)))
+ self.inference_results = self.inference_results[len(self.inference_results)//2:]
+ LOGGER.debug("inference_results len after erase: {}".format(len(self.inference_results)))"""
+ # end = time.time()
+ # LOGGER.debug("Time to process inference results with erase: {}".format(end - start))
+ LOGGER.debug("KPIs sent to monitoring server\n")
+ else:
+ LOGGER.debug("No KPIs sent to monitoring server")
+
+ def assign_timestamp(self, monitor_inference_results):
+ time_interval = self.MONITORED_KPIS_TIME_INTERVAL_AGG
+
+ # assign the timestamp of the first inference result to the time_interval_start
+ if self.time_interval_start is None:
+ self.time_interval_start = monitor_inference_results[0]["timestamp"]
+ #LOGGER.debug("self.time_interval_start: {}".format(self.time_interval_start))
+
+ # add time_interval to the current time to get the time interval end
+ #LOGGER.debug("time_interval: {}".format(time_interval))
+ #LOGGER.debug(timedelta(seconds=time_interval))
+ self.time_interval_end = self.time_interval_start + timedelta(seconds=time_interval)
+
+ current_time = datetime.utcnow()
+
+ #LOGGER.debug("current_time: {}".format(current_time))
+
+ if current_time >= self.time_interval_end:
+ self.time_interval_start = self.time_interval_end
+ self.time_interval_end = self.time_interval_start + timedelta(seconds=time_interval)
+ self.l3_security_status = 0 # unnecessary
+ self.l3_ml_model_confidence = 0
+ self.l3_inferences_in_interval_counter = 0
+
+ self.l3_ml_model_confidence_normal = 0
+ self.l3_inferences_in_interval_counter_normal = 0
+
+ self.l3_ml_model_confidence_crypto = 0
+ self.l3_inferences_in_interval_counter_crypto = 0
+
+ self.l3_attacks = []
+ self.l3_unique_attack_conns = 0
+ self.l3_unique_compromised_clients = 0
+ self.l3_unique_attackers = 0
+
+ self.l3_non_empty_time_interval = False
+
+ #LOGGER.debug("time_interval_start: {}".format(self.time_interval_start))
+ #LOGGER.debug("time_interval_end: {}".format(self.time_interval_end))
+
+ def monitor_compute_l3_kpi(self, service_id, monitor_inference_results):
+ # L3 security status
+ kpi_security_status = Kpi()
+ kpi_security_status.kpi_id.kpi_id.CopyFrom(self.monitored_kpis["l3_security_status"]["kpi_id"])
+ kpi_security_status.kpi_value.int32Val = self.l3_security_status
+
+ # L3 ML model confidence
+ kpi_conf = Kpi()
+ kpi_conf.kpi_id.kpi_id.CopyFrom(self.monitored_kpis["l3_ml_model_confidence"]["kpi_id"])
+ kpi_conf.kpi_value.floatVal = self.monitor_ml_model_confidence()
+
+ # L3 unique attack connections
+ kpi_unique_attack_conns = Kpi()
+ kpi_unique_attack_conns.kpi_id.kpi_id.CopyFrom(self.monitored_kpis["l3_unique_attack_conns"]["kpi_id"])
+ kpi_unique_attack_conns.kpi_value.int32Val = self.l3_unique_attack_conns
+
+ # L3 unique compromised clients
+ kpi_unique_compromised_clients = Kpi()
+ kpi_unique_compromised_clients.kpi_id.kpi_id.CopyFrom(
+ self.monitored_kpis["l3_unique_compromised_clients"]["kpi_id"]
+ )
+ kpi_unique_compromised_clients.kpi_value.int32Val = self.l3_unique_compromised_clients
+
+ # L3 unique attackers
+ kpi_unique_attackers = Kpi()
+ kpi_unique_attackers.kpi_id.kpi_id.CopyFrom(self.monitored_kpis["l3_unique_attackers"]["kpi_id"])
+ kpi_unique_attackers.kpi_value.int32Val = self.l3_unique_attackers
+
+ timestamp = Timestamp()
+ timestamp.timestamp = timestamp_utcnow_to_float()
+
+ kpi_security_status.timestamp.CopyFrom(timestamp)
+ kpi_conf.timestamp.CopyFrom(timestamp)
+ kpi_unique_attack_conns.timestamp.CopyFrom(timestamp)
+ kpi_unique_compromised_clients.timestamp.CopyFrom(timestamp)
+ kpi_unique_attackers.timestamp.CopyFrom(timestamp)
+
+ LOGGER.debug("Sending KPIs to monitoring server")
+
+ '''LOGGER.debug("kpi_security_status: {}".format(kpi_security_status))
+ LOGGER.debug("kpi_conf: {}".format(kpi_conf))
+ LOGGER.debug("kpi_unique_attack_conns: {}".format(kpi_unique_attack_conns))
+ LOGGER.debug("kpi_unique_compromised_clients: {}".format(kpi_unique_compromised_clients))
+ LOGGER.debug("kpi_unique_attackers: {}".format(kpi_unique_attackers))'''
+
+ try:
+ self.monitoring_client.IncludeKpi(kpi_security_status)
+ self.monitoring_client.IncludeKpi(kpi_conf)
+ self.monitoring_client.IncludeKpi(kpi_unique_attack_conns)
+ self.monitoring_client.IncludeKpi(kpi_unique_compromised_clients)
+ self.monitoring_client.IncludeKpi(kpi_unique_attackers)
+ except Exception as e:
+ LOGGER.debug("Error sending KPIs to monitoring server: {}".format(e))
+
+ def monitor_ml_model_confidence(self):
+ if self.l3_security_status == 0:
+ return self.l3_ml_model_confidence_normal
+
+ return self.l3_ml_model_confidence_crypto
+
+ """
+ Classify connection as standard traffic or cryptomining attack and return results
+ -input:
+ + request: L3CentralizedattackdetectorMetrics object with connection features information
+ -output: L3AttackmitigatorOutput object with information about the assigned class and prediction confidence
+ """
+
+ def perform_inference(self, request):
+ x_data = np.array([[feature.feature for feature in request.features]])
+
+ # Print input data shape
+ #LOGGER.debug("x_data.shape: {}".format(x_data.shape))
+
+ # Get batch size
+ batch_size = x_data.shape[0]
+
+ # Print batch size
+ #LOGGER.debug("batch_size: {}".format(batch_size))
+ #LOGGER.debug("x_data.shape: {}".format(x_data.shape))
+
+ inference_time_start = time.perf_counter()
+
+ # Perform inference
+ predictions = self.cryptomining_detector_model.run(
+ [self.prob_name], {self.input_name: x_data.astype(np.float32)}
+ )[0]
+
+ inference_time_end = time.perf_counter()
+
+ # Measure inference time
+ inference_time = inference_time_end - inference_time_start
+ self.cad_inference_times.append(inference_time)
+
+ if len(self.cad_inference_times) > self.cad_num_inference_measurements:
+ inference_times_np_array = np.array(self.cad_inference_times)
+ np.save(f"inference_times_{batch_size}.npy", inference_times_np_array)
+
+ avg_inference_time = np.mean(inference_times_np_array)
+ max_inference_time = np.max(inference_times_np_array)
+ min_inference_time = np.min(inference_times_np_array)
+ std_inference_time = np.std(inference_times_np_array)
+ median_inference_time = np.median(inference_times_np_array)
+
+ '''LOGGER.debug("Average inference time: {}".format(avg_inference_time))
+ LOGGER.debug("Max inference time: {}".format(max_inference_time))
+ LOGGER.debug("Min inference time: {}".format(min_inference_time))
+ LOGGER.debug("Standard deviation inference time: {}".format(std_inference_time))
+ LOGGER.debug("Median inference time: {}".format(median_inference_time))'''
+
+ with open(f"inference_times_stats_{batch_size}.txt", "w") as f:
+ f.write("Average inference time: {}\n".format(avg_inference_time))
+ f.write("Max inference time: {}\n".format(max_inference_time))
+ f.write("Min inference time: {}\n".format(min_inference_time))
+ f.write("Standard deviation inference time: {}\n".format(std_inference_time))
+ f.write("Median inference time: {}\n".format(median_inference_time))
+
+ # Gather the predicted class, the probability of that class and other relevant information required to block the attack
+ output_message = {
+ "confidence": None,
+ "timestamp": datetime.now().strftime("%d/%m/%Y %H:%M:%S"),
+ "ip_o": request.connection_metadata.ip_o,
+ "ip_d": request.connection_metadata.ip_d,
+ "tag_name": None,
+ "tag": None,
+ "flow_id": request.connection_metadata.flow_id,
+ "protocol": request.connection_metadata.protocol,
+ "port_o": request.connection_metadata.port_o,
+ "port_d": request.connection_metadata.port_d,
+ "ml_id": self.cryptomining_detector_file_name,
+ "service_id": request.connection_metadata.service_id,
+ "endpoint_id": request.connection_metadata.endpoint_id,
+ "time_start": request.connection_metadata.time_start,
+ "time_end": request.connection_metadata.time_end,
+ }
+
+ if predictions[0][1] >= self.CLASSIFICATION_THRESHOLD:
+ output_message["confidence"] = predictions[0][1]
+ output_message["tag_name"] = "Crypto"
+ output_message["tag"] = self.CRYPTO_CLASS
+ else:
+ output_message["confidence"] = predictions[0][0]
+ output_message["tag_name"] = "Normal"
+ output_message["tag"] = self.NORMAL_CLASS
+
+ return output_message
+
+ """
+ Receive features from Attack Mitigator, predict attack and communicate with Attack Mitigator
+ -input:
+ + request: L3CentralizedattackdetectorMetrics object with connection features information
+ -output: Empty object with a message about the execution of the function
+ """
+ @safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
+ def AnalyzeConnectionStatistics(self, request, context):
+ # Perform inference with the data sent in the request
+ logging.info("\nPerforming inference...")
+
+ inference_time_start = time.time()
+ cryptomining_detector_output = self.perform_inference(request)
+ inference_time_end = time.time()
+
+ LOGGER.debug("Inference performed in {} seconds".format(inference_time_end - inference_time_start))
+ logging.info("Inference performed correctly\n")
+
+ self.inference_results.append({"output": cryptomining_detector_output, "timestamp": datetime.now()})
+ #LOGGER.debug("inference_results length: {}".format(len(self.inference_results)))
+
+ service_id = request.connection_metadata.service_id
+ device_id = request.connection_metadata.endpoint_id.device_id
+ endpoint_id = request.connection_metadata.endpoint_id
+
+ # Check if a request of a new service has been received and, if so, create the monitored KPIs for that service
+ if service_id not in self.service_ids:
+ self.create_kpis(service_id, device_id, endpoint_id)
+ self.service_ids.append(service_id)
+
+ monitor_kpis_start = time.time()
+ self.monitor_kpis()
+ monitor_kpis_end = time.time()
+
+ '''LOGGER.debug("Monitoring KPIs performed in {} seconds".format(monitor_kpis_end - monitor_kpis_start))
+ LOGGER.debug("cryptomining_detector_output: {}".format(cryptomining_detector_output))'''
+
+ if DEMO_MODE:
+ self.confidence.value = cryptomining_detector_output["confidence"]
+ self.analyze_prediction_accuracy()
+
+ connection_info = ConnectionInfo(
+ request.connection_metadata.ip_o,
+ request.connection_metadata.port_o,
+ request.connection_metadata.ip_d,
+ request.connection_metadata.port_d,
+ )
+
+ self.l3_non_empty_time_interval = True
+
+ if cryptomining_detector_output["tag_name"] == "Crypto":
+ self.l3_security_status = 1
+
+ self.l3_inferences_in_interval_counter_crypto += 1
+ self.l3_ml_model_confidence_crypto = (
+ self.l3_ml_model_confidence_crypto * (self.l3_inferences_in_interval_counter_crypto - 1)
+ + cryptomining_detector_output["confidence"]
+ ) / self.l3_inferences_in_interval_counter_crypto
+
+ if connection_info not in self.l3_attacks:
+ self.l3_attacks.append(connection_info)
+ self.l3_unique_attack_conns += 1
+
+ self.l3_unique_compromised_clients = len(set([conn.ip_o for conn in self.l3_attacks]))
+ self.l3_unique_attackers = len(set([conn.ip_d for conn in self.l3_attacks]))
+
+ else:
+ self.l3_inferences_in_interval_counter_normal += 1
+ self.l3_ml_model_confidence_normal = (
+ self.l3_ml_model_confidence_normal * (self.l3_inferences_in_interval_counter_normal - 1)
+ + cryptomining_detector_output["confidence"]
+ ) / self.l3_inferences_in_interval_counter_normal
+
+ # Only notify Attack Mitigator when a cryptomining connection has been detected
+ if cryptomining_detector_output["tag_name"] == "Crypto" and connection_info not in self.attack_connections:
+ self.attack_connections.append(connection_info)
+
+ # Calculate F1 score
+ self.y_pred.append(1)
+
+ if connection_info.ip_o in ATTACK_IPS or connection_info.ip_d in ATTACK_IPS:
+ self.correct_attack_conns += 1
+ self.correct_predictions += 1
+ self.y_true.append(1)
+ else:
+ #LOGGER.debug("False positive: {}".format(connection_info))
+ self.false_positives.value = self.false_positives.value + 1
+ self.y_true.append(0)
+
+ self.total_predictions.value = self.total_predictions.value + 1
+
+ # if False:
+ notification_time_start = time.perf_counter()
+
+ LOGGER.debug("Crypto attack detected")
+
+ # Notify the Attack Mitigator component about the attack
+ logging.info(
+ "Notifying the Attack Mitigator component about the attack in order to block the connection..."
+ )
+
+ try:
+ logging.info("Sending the connection information to the Attack Mitigator component...")
+ message = L3AttackmitigatorOutput(**cryptomining_detector_output)
+ response = self.attackmitigator_client.PerformMitigation(message)
+ notification_time_end = time.perf_counter()
+
+ self.am_notification_times.append(notification_time_end - notification_time_start)
+
+ #LOGGER.debug(f"am_notification_times length: {len(self.am_notification_times)}")
+ #LOGGER.debug(f"last am_notification_time: {self.am_notification_times[-1]}")
+
+ if len(self.am_notification_times) > 100:
+ am_notification_times_np_array = np.array(self.am_notification_times)
+ np.save("am_notification_times.npy", am_notification_times_np_array)
+
+ avg_notification_time = np.mean(am_notification_times_np_array)
+ max_notification_time = np.max(am_notification_times_np_array)
+ min_notification_time = np.min(am_notification_times_np_array)
+ std_notification_time = np.std(am_notification_times_np_array)
+ median_notification_time = np.median(am_notification_times_np_array)
+
+ '''LOGGER.debug("Average notification time: {}".format(avg_notification_time))
+ LOGGER.debug("Max notification time: {}".format(max_notification_time))
+ LOGGER.debug("Min notification time: {}".format(min_notification_time))
+ LOGGER.debug("Std notification time: {}".format(std_notification_time))
+ LOGGER.debug("Median notification time: {}".format(median_notification_time))'''
+
+ with open("am_notification_times_stats.txt", "w") as f:
+ f.write("Average notification time: {}\n".format(avg_notification_time))
+ f.write("Max notification time: {}\n".format(max_notification_time))
+ f.write("Min notification time: {}\n".format(min_notification_time))
+ f.write("Std notification time: {}\n".format(std_notification_time))
+ f.write("Median notification time: {}\n".format(median_notification_time))
+
+ # logging.info("Attack Mitigator notified and received response: ", response.message) # FIX No message received
+ logging.info("Attack Mitigator notified\n")
+
+ return Empty(message="OK, information received and mitigator notified abou the attack")
+ except Exception as e:
+ logging.error("Error notifying the Attack Mitigator component about the attack: ", e)
+ logging.error("Couldn't find l3_attackmitigator\n")
+
+ return Empty(message="Attack Mitigator not found")
+ else:
+ logging.info("No attack detected")
+
+ if cryptomining_detector_output["tag_name"] != "Crypto":
+ self.y_pred.append(0)
+ if connection_info.ip_o not in ATTACK_IPS and connection_info.ip_d not in ATTACK_IPS:
+ self.correct_predictions += 1
+ self.y_true.append(0)
+ else:
+ #LOGGER.debug("False negative: {}".format(connection_info))
+ self.false_negatives.value = self.false_negatives.value + 1
+ self.y_true.append(1)
+
+ self.total_predictions.value = self.total_predictions.value + 1
+
+ return Empty(message="Ok, information received (no attack detected)")
+
+ def analyze_prediction_accuracy(self):
+ #LOGGER.info("Number of Attack Connections Correctly Classified: {}".format(self.correct_attack_conns))
+ #LOGGER.info("Number of Attack Connections: {}".format(len(self.attack_connections)))
+
+ if self.total_predictions.value > 0:
+ self.overall_detection_acc.value = self.correct_predictions / self.total_predictions.value
+ else:
+ self.overall_detection_acc.value = 0
+
+ #LOGGER.info("Overall Detection Accuracy: {}\n".format(self.overall_detection_acc.value))
+
+ if len(self.attack_connections) > 0:
+ self.cryptomining_attack_detection_acc.value = self.correct_attack_conns / len(self.attack_connections)
+ else:
+ self.cryptomining_attack_detection_acc.value = 0
+
+ #LOGGER.info("Cryptomining Attack Detection Accuracy: {}".format(self.cryptomining_attack_detection_acc.value))
+ #LOGGER.info("Cryptomining Detector Confidence: {}".format(self.confidence.value))
+
+ #LOGGER.info("Time elapsed: {}".format(time.time() - TIME_START))
+
+ self.attack_connections_len.value = len(self.attack_connections)
+
+ self.f1_score_macro.value = metrics.f1_score(self.y_true, self.y_pred, average="macro")
+ self.f1_score_weighted.value = metrics.f1_score(self.y_true, self.y_pred, average="weighted")
+ self.balanced_accuracy.value = metrics.balanced_accuracy_score(self.y_true, self.y_pred)
+ self.precision_score.value = metrics.precision_score(self.y_true, self.y_pred, average="macro")
+ self.recall_score.value = metrics.recall_score(self.y_true, self.y_pred, average="macro")
+
+ with open("prediction_accuracy.txt", "a") as f:
+ #LOGGER.debug("Exporting prediction accuracy and confidence")
+
+ f.write("Overall Detection Accuracy: {}\n".format(self.overall_detection_acc.value))
+ f.write("Cryptomining Attack Detection Accuracy: {}\n".format(self.cryptomining_attack_detection_acc.value))
+ f.write("Total Predictions: {}\n".format(self.total_predictions.value))
+ f.write("Total Positives: {}\n".format(len(self.attack_connections)))
+ f.write("False Positives: {}\n".format(self.false_positives.value))
+ f.write("True Negatives: {}\n".format(self.total_predictions.value - len(self.attack_connections)))
+ f.write("False Negatives: {}\n".format(self.false_negatives.value))
+ f.write("Cryptomining Detector Confidence: {}\n\n".format(self.confidence.value))
+ f.write("Timestamp: {}\n".format(datetime.now().strftime("%d/%m/%Y %H:%M:%S")))
+ f.close()
+
+ def generate_accuracy_scalability_csv(self):
+ LOGGER.debug("Starting async prediction accuracy analysis")
+ LOGGER.debug("Correct csv load: {}".format(os.path.exists("/var/teraflow/scalability_accuracy.csv")))
+
+ timestamp_start = datetime.now().strftime("%d/%m/%Y-%H:%M:%S")
+
+ # Wait for the system to stabilize
+ time.sleep(self.time_to_stabilize * 60)
+
+ np.save("y_true_max_conn_{}_time_to_stabilize_{}_exp2.npy".format(self.max_connection_time, self.time_to_stabilize), self.y_true)
+ np.save("y_pred_max_conn_{}_time_to_stabilize_{}_exp2.npy".format(self.max_connection_time, self.time_to_stabilize), self.y_pred)
+
+ LOGGER.debug("Scalability csv started for Exp 2\n")
+ with open("/var/teraflow/scalability_accuracy.csv", 'a', newline='') as f:
+ spamwriter = csv.writer(f, delimiter=' ', quotechar='|', quoting=csv.QUOTE_MINIMAL)
+ '''spamwriter.writerow(['TIME_CONS', 'OVERALL_ACCURACY', 'F1_SCORE_MACRO', 'F1_SCORE_WEIGHTED',
+ 'BALANCED_ACCURACY', 'PRECISION_SCORE', 'RECALL_SCORE','OVERALL_ACCURACY'
+ 'CRYPTO_ACCURACY', 'TOTAL_PREDICTIONS', 'TOTAL_POSITIVES', 'F_POSITIVES',
+ 'T_NEGATIVES', 'F_NEGATIVES', 'CONFIDENCE', 'TIMESTAMP_START', 'TIMESTAMP_FINISH', 'TIME_TO_STABILIZE'])'''
+
+ spamwriter.writerow([self.max_connection_time, self.f1_score_macro.value, self.f1_score_weighted.value,
+ self.balanced_accuracy.value, self.precision_score.value, self.recall_score.value,
+ self.overall_detection_acc.value, self.cryptomining_attack_detection_acc.value,
+ self.total_predictions.value, self.attack_connections_len.value, self.false_positives.value,
+ self.total_predictions.value - self.attack_connections_len.value, self.false_negatives.value,
+ self.confidence.value, timestamp_start, datetime.now().strftime("%d/%m/%Y-%H:%M:%S"), self.time_to_stabilize])
+
+ f.close()
+
+ @safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
+ def GetScalabilityConfig(self, request, context):
+ LOGGER.info("Received scalability config request for Exp 2")
+
+ self.max_connection_time = request.max_connection_time
+ self.time_to_stabilize = request.time_to_stabilize
+
+ # Start process to generate accuracy scalability csv asynchronically
+ p = Process(target=self.generate_accuracy_scalability_csv)
+ p.start()
+
+ return Empty(message="CSV generated")
+
+ def AnalyzeBatchConnectionStatistics(self, request, context):
+ batch_time_start = time.time()
+
+ for metric in request.metrics:
+ self.AnalyzeConnectionStatistics(metric, context)
+
+ batch_time_end = time.time()
+
+ with open("batch_time.txt", "a") as f:
+ f.write(str(len(request.metrics)) + "\n")
+ f.write(str(batch_time_end - batch_time_start) + "\n\n")
+ f.close()
+
+ #logging.debug("Metrics: " + str(len(request.metrics)))
+ #logging.debug("Batch time: " + str(batch_time_end - batch_time_start))
+
+ return Empty(message="OK, information received.")
+
+ """
+ Send features allocated in the metadata of the onnx file to the DAD
+ -output: ONNX metadata as a list of integers
+ """
+ @safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
+ def GetFeaturesIds(self, request: Empty, context):
+ features = AutoFeatures()
+
+ for feature in self.cryptomining_detector_features_metadata:
+ features.auto_features.append(feature)
+
+ return features
diff --git a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
index 36f170dbc71a52a59c9ce9ca9509a2ade67cb8ba..4ca89d882a0dd2278ff6e99896d3e05052b0b44d 100644
--- a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
+++ b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py
@@ -45,6 +45,9 @@ from l3_attackmitigator.client.l3_attackmitigatorClient import l3_attackmitigato
import uuid
+import sklearn.metrics as metrics
+import numpy as np
+
from common.method_wrappers.Decorator import MetricsPool, safe_and_metered_rpc_method
LOGGER = logging.getLogger(__name__)
@@ -53,8 +56,8 @@ current_dir = os.path.dirname(os.path.abspath(__file__))
# Demo constants
DEMO_MODE = True
ATTACK_IPS = ["37.187.95.110", "91.121.140.167", "94.23.23.52", "94.23.247.226", "149.202.83.171"]
+BATCH_SIZE= 10
TIME_START = time.time()
-
METRICS_POOL = MetricsPool('l3_centralizedattackdetector', 'RPC')
class SamplingMode(Enum):
@@ -88,7 +91,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
"""
def __init__(self):
- LOGGER.info("Creating Centralized Attack Detector Service")
+ LOGGER.info("Creating Centralized Attack Detector Service - Scalability Experiment 3")
self.inference_values = []
self.inference_results = []
@@ -128,6 +131,8 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.l3_unique_attackers = 0
self.l3_non_empty_time_interval = False
+
+ self.active_requests = []
self.monitoring_client = MonitoringClient()
self.service_ids = []
@@ -186,6 +191,8 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
# List of attack connections
self.attack_connections = []
+
+ self.replica_uuid = uuid.uuid4()
# Accuracy metrics
self.correct_attack_conns = 0
@@ -197,11 +204,20 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
self.overall_detection_acc = Value('f', 0)
self.cryptomining_attack_detection_acc = Value('f', 0)
self.confidence = Value('f', 0)
- self.calculated_csv = False
+
+ # sklearn metrics
+ self.f1_score_macro = Value('f', 0)
+ self.f1_score_weighted = Value('f', 0)
+ self.balanced_accuracy = Value('f', 0)
+ self.precision_score = Value('f', 0)
+ self.recall_score = Value('f', 0)
+
+ self.y_true = []
+ self.y_pred = []
self.time_to_stabilize = 2
self.sampling_rate = 0.8
- self.sampling_interval = 0.2
+ self.sampling_snapshots = 100
self.sampling_mode = "Random"
"""
@@ -272,7 +288,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
if non_empty_time_interval:
for service_id in monitor_service_ids:
- LOGGER.debug("service_id: {}".format(service_id))
+ #LOGGER.debug("service_id: {}".format(service_id))
self.monitor_compute_l3_kpi(service_id, monitor_inference_results)
@@ -284,7 +300,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
LOGGER.debug("inference_results len after erase: {}".format(len(self.inference_results)))"""
# end = time.time()
# LOGGER.debug("Time to process inference results with erase: {}".format(end - start))
- LOGGER.debug("KPIs sent to monitoring server")
+ LOGGER.debug("KPIs sent to monitoring server\n")
else:
LOGGER.debug("No KPIs sent to monitoring server")
@@ -367,11 +383,11 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
LOGGER.debug("Sending KPIs to monitoring server")
- LOGGER.debug("kpi_security_status: {}".format(kpi_security_status))
+ '''LOGGER.debug("kpi_security_status: {}".format(kpi_security_status))
LOGGER.debug("kpi_conf: {}".format(kpi_conf))
LOGGER.debug("kpi_unique_attack_conns: {}".format(kpi_unique_attack_conns))
LOGGER.debug("kpi_unique_compromised_clients: {}".format(kpi_unique_compromised_clients))
- LOGGER.debug("kpi_unique_attackers: {}".format(kpi_unique_attackers))
+ LOGGER.debug("kpi_unique_attackers: {}".format(kpi_unique_attackers))'''
try:
self.monitoring_client.IncludeKpi(kpi_security_status)
@@ -395,17 +411,17 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
-output: L3AttackmitigatorOutput object with information about the assigned class and prediction confidence
"""
- def perform_inference(self, request):
- x_data = np.array([[feature.feature for feature in request.features]])
+ def perform_distributed_inference(self, requests):
+ batch_size = len(requests)
- # Print input data shape
- LOGGER.debug("x_data.shape: {}".format(x_data.shape))
+ # Create an empty array to hold the input data
+ x_data = np.empty((batch_size, len(requests[0].features)))
- # Get batch size
- batch_size = x_data.shape[0]
+ # Fill in the input data array with features from each request
+ for i, request in enumerate(requests):
+ x_data[i] = [feature.feature for feature in request.features]
- # Print batch size
- LOGGER.debug("batch_size: {}".format(batch_size))
+ # Print input data shape
LOGGER.debug("x_data.shape: {}".format(x_data.shape))
inference_time_start = time.perf_counter()
@@ -445,34 +461,36 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
f.write("Median inference time: {}\n".format(median_inference_time))
# Gather the predicted class, the probability of that class and other relevant information required to block the attack
- output_message = {
- "confidence": None,
- "timestamp": datetime.now().strftime("%d/%m/%Y %H:%M:%S"),
- "ip_o": request.connection_metadata.ip_o,
- "ip_d": request.connection_metadata.ip_d,
- "tag_name": None,
- "tag": None,
- "flow_id": request.connection_metadata.flow_id,
- "protocol": request.connection_metadata.protocol,
- "port_o": request.connection_metadata.port_o,
- "port_d": request.connection_metadata.port_d,
- "ml_id": self.cryptomining_detector_file_name,
- "service_id": request.connection_metadata.service_id,
- "endpoint_id": request.connection_metadata.endpoint_id,
- "time_start": request.connection_metadata.time_start,
- "time_end": request.connection_metadata.time_end,
- }
-
- if predictions[0][1] >= self.CLASSIFICATION_THRESHOLD:
- output_message["confidence"] = predictions[0][1]
- output_message["tag_name"] = "Crypto"
- output_message["tag"] = self.CRYPTO_CLASS
- else:
- output_message["confidence"] = predictions[0][0]
- output_message["tag_name"] = "Normal"
- output_message["tag"] = self.NORMAL_CLASS
+ output_messages = []
+ for i, request in enumerate(requests):
+ output_messages.append({
+ "confidence": None,
+ "timestamp": datetime.now().strftime("%d/%m/%Y %H:%M:%S"),
+ "ip_o": request.connection_metadata.ip_o,
+ "ip_d": request.connection_metadata.ip_d,
+ "tag_name": None,
+ "tag": None,
+ "flow_id": request.connection_metadata.flow_id,
+ "protocol": request.connection_metadata.protocol,
+ "port_o": request.connection_metadata.port_o,
+ "port_d": request.connection_metadata.port_d,
+ "ml_id": self.cryptomining_detector_file_name,
+ "service_id": request.connection_metadata.service_id,
+ "endpoint_id": request.connection_metadata.endpoint_id,
+ "time_start": request.connection_metadata.time_start,
+ "time_end": request.connection_metadata.time_end,
+ })
+
+ if predictions[i][1] >= self.CLASSIFICATION_THRESHOLD:
+ output_messages[i]["confidence"] = predictions[i][1]
+ output_messages[i]["tag_name"] = "Crypto"
+ output_messages[i]["tag"] = self.CRYPTO_CLASS
+ else:
+ output_messages[i]["confidence"] = predictions[i][0]
+ output_messages[i]["tag_name"] = "Normal"
+ output_messages[i]["tag"] = self.NORMAL_CLASS
- return output_message
+ return output_messages
"""
Receive features from Attack Mitigator, predict attack and communicate with Attack Mitigator
@@ -483,175 +501,208 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
@safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
def AnalyzeConnectionStatistics(self, request, context):
# Perform inference with the data sent in the request
- logging.info("Performing inference...")
+ self.active_requests.append(request)
- inference_time_start = time.time()
- cryptomining_detector_output = self.perform_inference(request)
- inference_time_end = time.time()
+ if len(self.active_requests) == BATCH_SIZE:
+ csv_file_path = 'hola_mundo.csv'
- LOGGER.debug("Inference performed in {} seconds".format(inference_time_end - inference_time_start))
- logging.info("Inference performed correctly")
-
- self.inference_results.append({"output": cryptomining_detector_output, "timestamp": datetime.now()})
- LOGGER.debug("inference_results length: {}".format(len(self.inference_results)))
-
- service_id = request.connection_metadata.service_id
- device_id = request.connection_metadata.endpoint_id.device_id
- endpoint_id = request.connection_metadata.endpoint_id
-
- # Check if a request of a new service has been received and, if so, create the monitored KPIs for that service
- if service_id not in self.service_ids:
- self.create_kpis(service_id, device_id, endpoint_id)
- self.service_ids.append(service_id)
-
- monitor_kpis_start = time.time()
- self.monitor_kpis()
- monitor_kpis_end = time.time()
-
- LOGGER.debug("Monitoring KPIs performed in {} seconds".format(monitor_kpis_end - monitor_kpis_start))
- LOGGER.debug("cryptomining_detector_output: {}".format(cryptomining_detector_output))
+ col_values = [1, 2, 3]
+
+ with open(csv_file_path, 'a', newline='') as file:
+ writer = csv.writer(file)
+ writer.writerow(col_values)
+
+ logging.debug("Performing inference... {}".format(self.replica_uuid))
+
+ inference_time_start = time.time()
+ cryptomining_detector_output = self.perform_distributed_inference(self.active_requests)
+ inference_time_end = time.time()
+
+ LOGGER.debug("Inference performed in {} seconds".format(inference_time_end - inference_time_start))
+ logging.info("Inference performed correctly")
- if DEMO_MODE:
- self.confidence.value = cryptomining_detector_output["confidence"]
- self.analyze_prediction_accuracy()
+ self.inference_results.append({"output": cryptomining_detector_output, "timestamp": datetime.now()})
+ LOGGER.debug("inference_results length: {}".format(len(self.inference_results)))
- connection_info = ConnectionInfo(
- request.connection_metadata.ip_o,
- request.connection_metadata.port_o,
- request.connection_metadata.ip_d,
- request.connection_metadata.port_d,
- )
+ for i, req in enumerate(self.active_requests):
+ service_id = req.connection_metadata.service_id
+ device_id = req.connection_metadata.endpoint_id.device_id
+ endpoint_id = req.connection_metadata.endpoint_id
- self.l3_non_empty_time_interval = True
+ # Check if a request of a new service has been received and, if so, create the monitored KPIs for that service
+ if service_id not in self.service_ids:
+ self.create_kpis(service_id, device_id, endpoint_id)
+ self.service_ids.append(service_id)
- if cryptomining_detector_output["tag_name"] == "Crypto":
- self.l3_security_status = 1
+ monitor_kpis_start = time.time()
+ self.monitor_kpis()
+ monitor_kpis_end = time.time()
- self.l3_inferences_in_interval_counter_crypto += 1
- self.l3_ml_model_confidence_crypto = (
- self.l3_ml_model_confidence_crypto * (self.l3_inferences_in_interval_counter_crypto - 1)
- + cryptomining_detector_output["confidence"]
- ) / self.l3_inferences_in_interval_counter_crypto
+ LOGGER.debug("Monitoring KPIs performed in {} seconds".format(monitor_kpis_end - monitor_kpis_start))
+ LOGGER.debug("cryptomining_detector_output: {}".format(cryptomining_detector_output[i]))
- if connection_info not in self.l3_attacks:
- self.l3_attacks.append(connection_info)
- self.l3_unique_attack_conns += 1
+ if DEMO_MODE:
+ self.confidence.value = cryptomining_detector_output[i]["confidence"]
+ self.analyze_prediction_accuracy()
- self.l3_unique_compromised_clients = len(set([conn.ip_o for conn in self.l3_attacks]))
- self.l3_unique_attackers = len(set([conn.ip_d for conn in self.l3_attacks]))
+ connection_info = ConnectionInfo(
+ req.connection_metadata.ip_o,
+ req.connection_metadata.port_o,
+ req.connection_metadata.ip_d,
+ req.connection_metadata.port_d,
+ )
- else:
- self.l3_inferences_in_interval_counter_normal += 1
- self.l3_ml_model_confidence_normal = (
- self.l3_ml_model_confidence_normal * (self.l3_inferences_in_interval_counter_normal - 1)
- + cryptomining_detector_output["confidence"]
- ) / self.l3_inferences_in_interval_counter_normal
-
- # Only notify Attack Mitigator when a cryptomining connection has been detected
- if cryptomining_detector_output["tag_name"] == "Crypto" and connection_info not in self.attack_connections:
- self.attack_connections.append(connection_info)
-
- if connection_info.ip_o in ATTACK_IPS or connection_info.ip_d in ATTACK_IPS:
- self.correct_attack_conns += 1
- self.correct_predictions += 1
- else:
- LOGGER.debug("False positive: {}".format(connection_info))
- self.false_positives.value = self.false_positives.value + 1
+ self.l3_non_empty_time_interval = True
- self.total_predictions.value = self.total_predictions.value + 1
+ if cryptomining_detector_output[i]["tag_name"] == "Crypto":
+ self.l3_security_status = 1
- # if False:
- notification_time_start = time.perf_counter()
+ self.l3_inferences_in_interval_counter_crypto += 1
+ self.l3_ml_model_confidence_crypto = (
+ self.l3_ml_model_confidence_crypto * (self.l3_inferences_in_interval_counter_crypto - 1)
+ + cryptomining_detector_output[i]["confidence"]
+ ) / self.l3_inferences_in_interval_counter_crypto
- LOGGER.debug("Crypto attack detected")
-
- # Notify the Attack Mitigator component about the attack
- logging.info(
- "Notifying the Attack Mitigator component about the attack in order to block the connection..."
- )
+ if connection_info not in self.l3_attacks:
+ self.l3_attacks.append(connection_info)
+ self.l3_unique_attack_conns += 1
- try:
- logging.info("Sending the connection information to the Attack Mitigator component...")
- message = L3AttackmitigatorOutput(**cryptomining_detector_output)
- response = self.attackmitigator_client.PerformMitigation(message)
- notification_time_end = time.perf_counter()
-
- self.am_notification_times.append(notification_time_end - notification_time_start)
-
- LOGGER.debug(f"am_notification_times length: {len(self.am_notification_times)}")
- LOGGER.debug(f"last am_notification_time: {self.am_notification_times[-1]}")
-
- if len(self.am_notification_times) > 100:
- am_notification_times_np_array = np.array(self.am_notification_times)
- np.save("am_notification_times.npy", am_notification_times_np_array)
-
- avg_notification_time = np.mean(am_notification_times_np_array)
- max_notification_time = np.max(am_notification_times_np_array)
- min_notification_time = np.min(am_notification_times_np_array)
- std_notification_time = np.std(am_notification_times_np_array)
- median_notification_time = np.median(am_notification_times_np_array)
-
- LOGGER.debug("Average notification time: {}".format(avg_notification_time))
- LOGGER.debug("Max notification time: {}".format(max_notification_time))
- LOGGER.debug("Min notification time: {}".format(min_notification_time))
- LOGGER.debug("Std notification time: {}".format(std_notification_time))
- LOGGER.debug("Median notification time: {}".format(median_notification_time))
-
- with open("am_notification_times_stats.txt", "w") as f:
- f.write("Average notification time: {}\n".format(avg_notification_time))
- f.write("Max notification time: {}\n".format(max_notification_time))
- f.write("Min notification time: {}\n".format(min_notification_time))
- f.write("Std notification time: {}\n".format(std_notification_time))
- f.write("Median notification time: {}\n".format(median_notification_time))
-
- # logging.info("Attack Mitigator notified and received response: ", response.message) # FIX No message received
- logging.info("Attack Mitigator notified")
-
- return Empty(message="OK, information received and mitigator notified abou the attack")
- except Exception as e:
- logging.error("Error notifying the Attack Mitigator component about the attack: ", e)
- logging.error("Couldn't find l3_attackmitigator")
-
- return Empty(message="Attack Mitigator not found")
- else:
- logging.info("No attack detected")
+ self.l3_unique_compromised_clients = len(set([conn.ip_o for conn in self.l3_attacks]))
+ self.l3_unique_attackers = len(set([conn.ip_d for conn in self.l3_attacks]))
- if cryptomining_detector_output["tag_name"] != "Crypto":
- if connection_info.ip_o not in ATTACK_IPS and connection_info.ip_d not in ATTACK_IPS:
- self.correct_predictions += 1
else:
- LOGGER.debug("False negative: {}".format(connection_info))
- self.false_negatives.value = self.false_negatives.value + 1
+ self.l3_inferences_in_interval_counter_normal += 1
+ self.l3_ml_model_confidence_normal = (
+ self.l3_ml_model_confidence_normal * (self.l3_inferences_in_interval_counter_normal - 1)
+ + cryptomining_detector_output[i]["confidence"]
+ ) / self.l3_inferences_in_interval_counter_normal
+
+ # Only notify Attack Mitigator when a cryptomining connection has been detected
+ if cryptomining_detector_output[i]["tag_name"] == "Crypto":
+ if DEMO_MODE:
+ self.attack_connections.append(connection_info)
+
+ # Calculate F1 score
+ self.y_pred.append(1)
+
+ if connection_info.ip_o in ATTACK_IPS or connection_info.ip_d in ATTACK_IPS:
+ self.correct_attack_conns += 1
+ self.correct_predictions += 1
+ self.y_true.append(1)
+ else:
+ LOGGER.debug("False positive: {}".format(connection_info))
+ self.false_positives.value = self.false_positives.value + 1
+ self.y_true.append(0)
+
+ self.total_predictions.value = self.total_predictions.value + 1
+
+ # if False:
+ notification_time_start = time.perf_counter()
+
+ LOGGER.debug("Crypto attack detected")
+
+ # Notify the Attack Mitigator component about the attack
+ logging.info(
+ "Notifying the Attack Mitigator component about the attack in order to block the connection..."
+ )
+
+ try:
+ logging.info("Sending the connection information to the Attack Mitigator component...")
+ message = L3AttackmitigatorOutput(**cryptomining_detector_output[i])
+ response = self.attackmitigator_client.PerformMitigation(message)
+ notification_time_end = time.perf_counter()
+
+ self.am_notification_times.append(notification_time_end - notification_time_start)
+
+ LOGGER.debug(f"am_notification_times length: {len(self.am_notification_times)}")
+ LOGGER.debug(f"last am_notification_time: {self.am_notification_times[-1]}")
+
+ if len(self.am_notification_times) > 100:
+ am_notification_times_np_array = np.array(self.am_notification_times)
+ np.save("am_notification_times.npy", am_notification_times_np_array)
+
+ avg_notification_time = np.mean(am_notification_times_np_array)
+ max_notification_time = np.max(am_notification_times_np_array)
+ min_notification_time = np.min(am_notification_times_np_array)
+ std_notification_time = np.std(am_notification_times_np_array)
+ median_notification_time = np.median(am_notification_times_np_array)
+
+ LOGGER.debug("Average notification time: {}".format(avg_notification_time))
+ LOGGER.debug("Max notification time: {}".format(max_notification_time))
+ LOGGER.debug("Min notification time: {}".format(min_notification_time))
+ LOGGER.debug("Std notification time: {}".format(std_notification_time))
+ LOGGER.debug("Median notification time: {}".format(median_notification_time))
+
+ with open("am_notification_times_stats.txt", "w") as f:
+ f.write("Average notification time: {}\n".format(avg_notification_time))
+ f.write("Max notification time: {}\n".format(max_notification_time))
+ f.write("Min notification time: {}\n".format(min_notification_time))
+ f.write("Std notification time: {}\n".format(std_notification_time))
+ f.write("Median notification time: {}\n".format(median_notification_time))
+
+ # logging.info("Attack Mitigator notified and received response: ", response.message) # FIX No message received
+ logging.info("Attack Mitigator notified")
+
+ #return Empty(message="OK, information received and mitigator notified abou the attack")
+
+ except Exception as e:
+ logging.error("Error notifying the Attack Mitigator component about the attack: ", e)
+ logging.error("Couldn't find l3_attackmitigator")
+
+ return Empty(message="Attack Mitigator not found")
+ else:
+ logging.info("No attack detected")
+
+ if cryptomining_detector_output[i]["tag_name"] != "Crypto":
+ self.y_pred.append(0)
+ if connection_info.ip_o not in ATTACK_IPS and connection_info.ip_d not in ATTACK_IPS:
+ self.correct_predictions += 1
+ self.y_true.append(0)
+ else:
+ LOGGER.debug("False negative: {}".format(connection_info))
+ self.false_negatives.value = self.false_negatives.value + 1
+ self.y_true.append(1)
- self.total_predictions.value = self.total_predictions.value + 1
+ self.total_predictions.value = self.total_predictions.value + 1
- return Empty(message="Ok, information received (no attack detected)")
+ # return Empty(message="Ok, information received (no attack detected)")
+
+ self.active_requests = []
+ return Empty(message="Ok, metrics processed")
+
+ return Empty(message="Ok, information received")
def analyze_prediction_accuracy(self):
- LOGGER.info("Number of Attack Connections Correctly Classified: {}".format(self.correct_attack_conns))
- LOGGER.info("Number of Attack Connections: {}".format(len(self.attack_connections)))
+ #LOGGER.info("Number of Attack Connections Correctly Classified: {}".format(self.correct_attack_conns))
+ #LOGGER.info("Number of Attack Connections: {}".format(len(self.attack_connections)))
if self.total_predictions.value > 0:
self.overall_detection_acc.value = self.correct_predictions / self.total_predictions.value
else:
self.overall_detection_acc.value = 0
- LOGGER.info("Overall Detection Accuracy: {}\n".format(self.overall_detection_acc.value))
+ #LOGGER.info("Overall Detection Accuracy: {}\n".format(self.overall_detection_acc.value))
if len(self.attack_connections) > 0:
self.cryptomining_attack_detection_acc.value = self.correct_attack_conns / len(self.attack_connections)
else:
self.cryptomining_attack_detection_acc.value = 0
- LOGGER.info("Cryptomining Attack Detection Accuracy: {}".format(self.cryptomining_attack_detection_acc.value))
- LOGGER.info("Cryptomining Detector Confidence: {}".format(self.confidence.value))
+ #LOGGER.info("Cryptomining Attack Detection Accuracy: {}".format(self.cryptomining_attack_detection_acc.value))
+ #LOGGER.info("Cryptomining Detector Confidence: {}".format(self.confidence.value))
- LOGGER.info("Time elapsed: {}".format(time.time() - TIME_START))
+ #LOGGER.info("Time elapsed: {}".format(time.time() - TIME_START))
self.attack_connections_len.value = len(self.attack_connections)
+ self.f1_score_macro.value = metrics.f1_score(self.y_true, self.y_pred, average="macro")
+ self.f1_score_weighted.value = metrics.f1_score(self.y_true, self.y_pred, average="weighted")
+ self.balanced_accuracy.value = metrics.balanced_accuracy_score(self.y_true, self.y_pred)
+ self.precision_score.value = metrics.precision_score(self.y_true, self.y_pred, average="macro")
+ self.recall_score.value = metrics.recall_score(self.y_true, self.y_pred, average="macro")
+
with open("prediction_accuracy.txt", "a") as f:
- LOGGER.debug("Exporting prediction accuracy and confidence")
+ #LOGGER.debug("Exporting prediction accuracy and confidence")
f.write("Overall Detection Accuracy: {}\n".format(self.overall_detection_acc.value))
f.write("Cryptomining Attack Detection Accuracy: {}\n".format(self.cryptomining_attack_detection_acc.value))
@@ -668,30 +719,39 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
LOGGER.debug("Starting async prediction accuracy analysis exp 3")
LOGGER.debug("Correct csv load: {}".format(os.path.exists("/var/teraflow/scalability_accuracy.csv")))
+ timestamp_start = datetime.now().strftime("%d/%m/%Y-%H:%M:%S")
+
# Wait for the system to stabilize
time.sleep(self.time_to_stabilize * 60)
+
+ np.save("y_true_max_conn_{}_time_to_stabilize_{}_exp2.npy".format(self.max_connection_time, self.time_to_stabilize), self.y_true)
+ np.save("y_pred_max_conn_{}_time_to_stabilize_{}_exp2.npy".format(self.max_connection_time, self.time_to_stabilize), self.y_pred)
+
LOGGER.debug("Scalability csv started")
- with open("/var/teraflow/scalability_accuracy.csv", 'w', newline='') as f:
+ with open("/var/teraflow/scalability_accuracy.csv", 'a', newline='') as f:
spamwriter = csv.writer(f, delimiter=' ', quotechar='|', quoting=csv.QUOTE_MINIMAL)
- spamwriter.writerow(['OVERALL_ACCURACY', 'CRYPTO_ACCURACY',
+ # F1_SCORE_MACRO F1_SCORE_WEIGHTED BALANCED_ACCURACY PRECISION_SCORE RECALL_SCORE OVERALL_ACCURACY CRYPTO_ACCURACY TOTAL_PREDICTIONS TOTAL_POSITIVES F_POSITIVES T_NEGATIVES F_NEGATIVES CONFIDENCE TIMESTAMP_START TIMESTAMP_FINISH SAMPLING_SNAPSHOTS SAMPLING_RATE SAMPLING_MODE TIME_TO_STABILIZE
+ '''spamwriter.writerow(['F1_SCORE_MACRO', 'F1_SCORE_WEIGHTED', 'BALANCED_ACCURACY', 'PRECISION_SCORE',
+ 'RECALL_SCORE', 'OVERALL_ACCURACY', 'CRYPTO_ACCURACY',
'TOTAL_PREDICTIONS', 'TOTAL_POSITIVES', 'F_POSITIVES',
- 'T_NEGATIVES', 'F_NEGATIVES', 'CONFIDENCE', 'TIMESTAMP',
- 'SAMPLING_INTERVAL', 'SAMPLING_RATE', 'SAMPLING_MODE', 'TIME_TO_STABILIZE'])
+ 'T_NEGATIVES', 'F_NEGATIVES', 'CONFIDENCE', 'TIMESTAMP_START', 'TIMESTAMP_FINISH',
+ 'SAMPLING_SNAPSHOTS', 'SAMPLING_RATE', 'SAMPLING_MODE', 'TIME_TO_STABILIZE'])'''
- spamwriter.writerow([self.overall_detection_acc.value, self.cryptomining_attack_detection_acc.value,
+ spamwriter.writerow([self.f1_score_macro.value, self.f1_score_weighted.value, self.balanced_accuracy.value,
+ self.precision_score.value, self.recall_score.value, self.overall_detection_acc.value, self.cryptomining_attack_detection_acc.value,
self.total_predictions.value, self.attack_connections_len.value, self.false_positives.value,
self.total_predictions.value - self.attack_connections_len.value, self.false_negatives.value,
- self.confidence.value, datetime.now().strftime("%d/%m/%Y %H:%M:%S"),
- self.sampling_interval, self.sampling_rate, self.sampling_mode, self.time_to_stabilize])
+ self.confidence.value, timestamp_start, datetime.now().strftime("%d/%m/%Y-%H:%M:%S"),
+ self.sampling_snapshots, self.sampling_rate, self.sampling_mode, self.time_to_stabilize])
f.close()
@safe_and_metered_rpc_method(METRICS_POOL, LOGGER)
def GetScalabilityConfig(self, request, context):
- LOGGER.info("Received scalability config request")
+ LOGGER.info("Received scalability config request for Exp 3")
self.time_to_stabilize = request.time_to_stabilize
- self.sampling_interval = request.sampling_interval
+ self.sampling_snapshots = request.sampling_snapshots
self.sampling_rate = request.sampling_rate
if request.sampling_mode == SamplingMode.RANDOM:
@@ -701,7 +761,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
else:
self.sampling_mode = "Last"
- LOGGER.debug("Sampling interval: {}".format(self.sampling_interval))
+ LOGGER.debug("Sampling snapshots: {}".format(self.sampling_snapshots))
LOGGER.debug("Sampling rate: {}".format(self.sampling_rate))
LOGGER.debug("Sampling mode: {}".format(self.sampling_mode))
@@ -709,7 +769,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
p = Process(target=self.generate_accuracy_scalability_csv)
p.start()
- return Empty(message="CSV started")
+ return Empty(message="CSV generated")
def AnalyzeBatchConnectionStatistics(self, request, context):
batch_time_start = time.time()
@@ -724,8 +784,8 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto
f.write(str(batch_time_end - batch_time_start) + "\n\n")
f.close()
- logging.debug("Metrics: " + str(len(request.metrics)))
- logging.debug("Batch time: " + str(batch_time_end - batch_time_start))
+ #logging.debug("Metrics: " + str(len(request.metrics)))
+ #logging.debug("Batch time: " + str(batch_time_end - batch_time_start))
return Empty(message="OK, information received.")